{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'sys' (built-in)>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import sys\n",
    "import importlib\n",
    "importlib.reload(sys)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据\n",
    "用户(10万)、歌曲（3万）、播放次数、歌曲元数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "      <th>title</th>\n",
       "      <th>release</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>d6589314c0a9bcbca4fee0c93b14bc402363afea</td>\n",
       "      <td>SOADQPP12A67020C82</td>\n",
       "      <td>12</td>\n",
       "      <td>You And Me Jesus</td>\n",
       "      <td>Tribute To Jake Hess</td>\n",
       "      <td>Jake Hess</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>d6589314c0a9bcbca4fee0c93b14bc402363afea</td>\n",
       "      <td>SOAFTRR12AF72A8D4D</td>\n",
       "      <td>1</td>\n",
       "      <td>Harder Better Faster Stronger</td>\n",
       "      <td>Discovery</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d6589314c0a9bcbca4fee0c93b14bc402363afea</td>\n",
       "      <td>SOANQFY12AB0183239</td>\n",
       "      <td>1</td>\n",
       "      <td>Uprising</td>\n",
       "      <td>Uprising</td>\n",
       "      <td>Muse</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d6589314c0a9bcbca4fee0c93b14bc402363afea</td>\n",
       "      <td>SOAYATB12A6701FD50</td>\n",
       "      <td>1</td>\n",
       "      <td>Breakfast At Tiffany's</td>\n",
       "      <td>Home</td>\n",
       "      <td>Deep Blue Something</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d6589314c0a9bcbca4fee0c93b14bc402363afea</td>\n",
       "      <td>SOBOAFP12A8C131F36</td>\n",
       "      <td>7</td>\n",
       "      <td>Lucky (Album Version)</td>\n",
       "      <td>We Sing.  We Dance.  We Steal Things.</td>\n",
       "      <td>Jason Mraz &amp; Colbie Caillat</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       user                song  listen_count  \\\n",
       "0  d6589314c0a9bcbca4fee0c93b14bc402363afea  SOADQPP12A67020C82            12   \n",
       "1  d6589314c0a9bcbca4fee0c93b14bc402363afea  SOAFTRR12AF72A8D4D             1   \n",
       "2  d6589314c0a9bcbca4fee0c93b14bc402363afea  SOANQFY12AB0183239             1   \n",
       "3  d6589314c0a9bcbca4fee0c93b14bc402363afea  SOAYATB12A6701FD50             1   \n",
       "4  d6589314c0a9bcbca4fee0c93b14bc402363afea  SOBOAFP12A8C131F36             7   \n",
       "\n",
       "                           title                                release  \\\n",
       "0               You And Me Jesus                   Tribute To Jake Hess   \n",
       "1  Harder Better Faster Stronger                              Discovery   \n",
       "2                       Uprising                               Uprising   \n",
       "3         Breakfast At Tiffany's                                   Home   \n",
       "4          Lucky (Album Version)  We Sing.  We Dance.  We Steal Things.   \n",
       "\n",
       "                   artist_name  year  \n",
       "0                    Jake Hess  2004  \n",
       "1                    Daft Punk  2007  \n",
       "2                         Muse     0  \n",
       "3          Deep Blue Something  1993  \n",
       "4  Jason Mraz & Colbie Caillat     0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('./output/triplet_dataset_sub_song_merged.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 子集抽取\n",
    "要计算用户与所有10万用户的相似度太慢，可考虑只推荐最活跃的5000个user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "      <th>title</th>\n",
       "      <th>release</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFOBL12AF72A25BA</td>\n",
       "      <td>12</td>\n",
       "      <td>Grandfather Clock</td>\n",
       "      <td>Young Mountain</td>\n",
       "      <td>This Will Destroy You</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFTRR12AF72A8D4D</td>\n",
       "      <td>1</td>\n",
       "      <td>Harder Better Faster Stronger</td>\n",
       "      <td>Discovery</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIILB12A58A776F7</td>\n",
       "      <td>3</td>\n",
       "      <td>Phantom Part 1.5 (Album Version)</td>\n",
       "      <td>A Cross The Universe</td>\n",
       "      <td>Justice</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIIYK12A6D4F6666</td>\n",
       "      <td>1</td>\n",
       "      <td>Human After All (Alter Ego Remix )</td>\n",
       "      <td>Human After All</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAJJDS12A8C13A3FB</td>\n",
       "      <td>1</td>\n",
       "      <td>I Got Mine</td>\n",
       "      <td>Attack &amp; Release</td>\n",
       "      <td>The Black Keys</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        user                song  \\\n",
       "58  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFOBL12AF72A25BA   \n",
       "59  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFTRR12AF72A8D4D   \n",
       "60  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIILB12A58A776F7   \n",
       "61  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIIYK12A6D4F6666   \n",
       "62  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAJJDS12A8C13A3FB   \n",
       "\n",
       "    listen_count                               title               release  \\\n",
       "58            12                   Grandfather Clock        Young Mountain   \n",
       "59             1       Harder Better Faster Stronger             Discovery   \n",
       "60             3    Phantom Part 1.5 (Album Version)  A Cross The Universe   \n",
       "61             1  Human After All (Alter Ego Remix )       Human After All   \n",
       "62             1                          I Got Mine      Attack & Release   \n",
       "\n",
       "              artist_name  year  \n",
       "58  This Will Destroy You  2006  \n",
       "59              Daft Punk  2007  \n",
       "60                Justice     0  \n",
       "61              Daft Punk  2005  \n",
       "62         The Black Keys  2008  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_count_df = pd.read_csv('./output/user_playcount_df.csv')\n",
    "user_count_subset = user_count_df.head(n=5000)\n",
    "user_subset = list(user_count_subset.user)\n",
    "data_sub = data[data.user.isin(user_subset)]\n",
    "\n",
    "del data\n",
    "data_sub.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "55.0\n"
     ]
    }
   ],
   "source": [
    "# 将播放次数变换到[0,10]区间方便\n",
    "ulimit = np.percentile(data_sub.listen_count.values,99) #99分位数\n",
    "print(ulimit)\n",
    "data_sub['listen_count'].loc[data_sub['listen_count']>ulimit]=ulimit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "播放次数在55次以上的用户只有1%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6499: MatplotlibDeprecationWarning: \n",
      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
      "  alternative=\"'density'\", removal=\"3.1\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x115adecc0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 8))\n",
    "sns.distplot(data_sub['listen_count'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "单个用户播放次数集中在1-20次之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "      <th>title</th>\n",
       "      <th>release</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>year</th>\n",
       "      <th>listen_count_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFOBL12AF72A25BA</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Grandfather Clock</td>\n",
       "      <td>Young Mountain</td>\n",
       "      <td>This Will Destroy You</td>\n",
       "      <td>2006</td>\n",
       "      <td>(10, 15]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFTRR12AF72A8D4D</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Harder Better Faster Stronger</td>\n",
       "      <td>Discovery</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2007</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIILB12A58A776F7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Phantom Part 1.5 (Album Version)</td>\n",
       "      <td>A Cross The Universe</td>\n",
       "      <td>Justice</td>\n",
       "      <td>0</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIIYK12A6D4F6666</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Human After All (Alter Ego Remix )</td>\n",
       "      <td>Human After All</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2005</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAJJDS12A8C13A3FB</td>\n",
       "      <td>1.0</td>\n",
       "      <td>I Got Mine</td>\n",
       "      <td>Attack &amp; Release</td>\n",
       "      <td>The Black Keys</td>\n",
       "      <td>2008</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAKDHD12A6310F1AE</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Face To Face (Cosmo VItelli Remix)</td>\n",
       "      <td>Daft Club</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2003</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAMDXO12A8C131E2F</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Pogo</td>\n",
       "      <td>Idealism</td>\n",
       "      <td>Digitalism</td>\n",
       "      <td>2007</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAMPRJ12A8AE45F38</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Rorol</td>\n",
       "      <td>Identification Parade</td>\n",
       "      <td>Octopus Project</td>\n",
       "      <td>2002</td>\n",
       "      <td>(15, 20]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAOBEK12AF72A9021</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Tchaparian</td>\n",
       "      <td>The Warning</td>\n",
       "      <td>Hot Chip</td>\n",
       "      <td>2006</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAOFBI12A8C143E28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sometimes Things Get_ Whatever</td>\n",
       "      <td>Random Album Title</td>\n",
       "      <td>Deadmau5</td>\n",
       "      <td>2008</td>\n",
       "      <td>(0, 5]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        user                song  \\\n",
       "58  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFOBL12AF72A25BA   \n",
       "59  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFTRR12AF72A8D4D   \n",
       "60  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIILB12A58A776F7   \n",
       "61  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIIYK12A6D4F6666   \n",
       "62  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAJJDS12A8C13A3FB   \n",
       "63  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAKDHD12A6310F1AE   \n",
       "64  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAMDXO12A8C131E2F   \n",
       "65  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAMPRJ12A8AE45F38   \n",
       "66  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAOBEK12AF72A9021   \n",
       "67  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAOFBI12A8C143E28   \n",
       "\n",
       "    listen_count                               title                release  \\\n",
       "58          12.0                   Grandfather Clock         Young Mountain   \n",
       "59           1.0       Harder Better Faster Stronger              Discovery   \n",
       "60           3.0    Phantom Part 1.5 (Album Version)   A Cross The Universe   \n",
       "61           1.0  Human After All (Alter Ego Remix )        Human After All   \n",
       "62           1.0                          I Got Mine       Attack & Release   \n",
       "63           1.0  Face To Face (Cosmo VItelli Remix)              Daft Club   \n",
       "64           2.0                                Pogo               Idealism   \n",
       "65          20.0                               Rorol  Identification Parade   \n",
       "66           1.0                          Tchaparian            The Warning   \n",
       "67           1.0      Sometimes Things Get_ Whatever    Random Album Title    \n",
       "\n",
       "              artist_name  year listen_count_group  \n",
       "58  This Will Destroy You  2006           (10, 15]  \n",
       "59              Daft Punk  2007             (0, 5]  \n",
       "60                Justice     0             (0, 5]  \n",
       "61              Daft Punk  2005             (0, 5]  \n",
       "62         The Black Keys  2008             (0, 5]  \n",
       "63              Daft Punk  2003             (0, 5]  \n",
       "64             Digitalism  2007             (0, 5]  \n",
       "65        Octopus Project  2002           (15, 20]  \n",
       "66               Hot Chip  2006             (0, 5]  \n",
       "67               Deadmau5  2008             (0, 5]  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### listen_count特征创建分组\n",
    "bin = [0, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55]\n",
    "data_sub['listen_count_group'] = pd.cut(data_sub['listen_count'], bin)\n",
    "data_sub.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "      <th>title</th>\n",
       "      <th>release</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFOBL12AF72A25BA</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Grandfather Clock</td>\n",
       "      <td>Young Mountain</td>\n",
       "      <td>This Will Destroy You</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFTRR12AF72A8D4D</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Harder Better Faster Stronger</td>\n",
       "      <td>Discovery</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIILB12A58A776F7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Phantom Part 1.5 (Album Version)</td>\n",
       "      <td>A Cross The Universe</td>\n",
       "      <td>Justice</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIIYK12A6D4F6666</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Human After All (Alter Ego Remix )</td>\n",
       "      <td>Human After All</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAJJDS12A8C13A3FB</td>\n",
       "      <td>0.0</td>\n",
       "      <td>I Got Mine</td>\n",
       "      <td>Attack &amp; Release</td>\n",
       "      <td>The Black Keys</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAKDHD12A6310F1AE</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Face To Face (Cosmo VItelli Remix)</td>\n",
       "      <td>Daft Club</td>\n",
       "      <td>Daft Punk</td>\n",
       "      <td>2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAMDXO12A8C131E2F</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pogo</td>\n",
       "      <td>Idealism</td>\n",
       "      <td>Digitalism</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAMPRJ12A8AE45F38</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Rorol</td>\n",
       "      <td>Identification Parade</td>\n",
       "      <td>Octopus Project</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAOBEK12AF72A9021</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tchaparian</td>\n",
       "      <td>The Warning</td>\n",
       "      <td>Hot Chip</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAOFBI12A8C143E28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sometimes Things Get_ Whatever</td>\n",
       "      <td>Random Album Title</td>\n",
       "      <td>Deadmau5</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        user                song  \\\n",
       "58  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFOBL12AF72A25BA   \n",
       "59  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFTRR12AF72A8D4D   \n",
       "60  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIILB12A58A776F7   \n",
       "61  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIIYK12A6D4F6666   \n",
       "62  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAJJDS12A8C13A3FB   \n",
       "63  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAKDHD12A6310F1AE   \n",
       "64  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAMDXO12A8C131E2F   \n",
       "65  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAMPRJ12A8AE45F38   \n",
       "66  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAOBEK12AF72A9021   \n",
       "67  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAOFBI12A8C143E28   \n",
       "\n",
       "    listen_count                               title                release  \\\n",
       "58           2.0                   Grandfather Clock         Young Mountain   \n",
       "59           0.0       Harder Better Faster Stronger              Discovery   \n",
       "60           0.0    Phantom Part 1.5 (Album Version)   A Cross The Universe   \n",
       "61           0.0  Human After All (Alter Ego Remix )        Human After All   \n",
       "62           0.0                          I Got Mine       Attack & Release   \n",
       "63           0.0  Face To Face (Cosmo VItelli Remix)              Daft Club   \n",
       "64           0.0                                Pogo               Idealism   \n",
       "65           3.0                               Rorol  Identification Parade   \n",
       "66           0.0                          Tchaparian            The Warning   \n",
       "67           0.0      Sometimes Things Get_ Whatever    Random Album Title    \n",
       "\n",
       "              artist_name  year  \n",
       "58  This Will Destroy You  2006  \n",
       "59              Daft Punk  2007  \n",
       "60                Justice     0  \n",
       "61              Daft Punk  2005  \n",
       "62         The Black Keys  2008  \n",
       "63              Daft Punk  2003  \n",
       "64             Digitalism  2007  \n",
       "65        Octopus Project  2002  \n",
       "66               Hot Chip  2006  \n",
       "67               Deadmau5  2008  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_sub.loc[data_sub['listen_count'] <= 5, 'listen_count'] = 0\n",
    "data_sub.loc[(data_sub['listen_count'] > 5) & (data_sub['listen_count'] <= 10), 'listen_count'] = 1\n",
    "data_sub.loc[(data_sub['listen_count'] > 10) & (data_sub['listen_count'] <= 15), 'listen_count'] = 2\n",
    "data_sub.loc[(data_sub['listen_count'] > 15) & (data_sub['listen_count'] <= 20), 'listen_count'] = 3\n",
    "data_sub.loc[(data_sub['listen_count'] > 20) & (data_sub['listen_count'] <= 25), 'listen_count'] = 4\n",
    "data_sub.loc[(data_sub['listen_count'] > 25) & (data_sub['listen_count'] <= 30), 'listen_count'] = 5\n",
    "data_sub.loc[(data_sub['listen_count'] > 30) & (data_sub['listen_count'] <= 35), 'listen_count'] = 6\n",
    "data_sub.loc[(data_sub['listen_count'] > 35) & (data_sub['listen_count'] <= 40), 'listen_count'] = 7\n",
    "data_sub.loc[(data_sub['listen_count'] > 40) & (data_sub['listen_count'] <= 45), 'listen_count'] = 8\n",
    "data_sub.loc[(data_sub['listen_count'] > 45) & (data_sub['listen_count'] <= 50), 'listen_count'] = 9\n",
    "data_sub.loc[data_sub['listen_count'] > 50, 'listen_count'] = 10\n",
    "# data_sub['listen_count'] = data_sub['listen_count'].astype(int)\n",
    "\n",
    "data_sub = data_sub.drop('listen_count_group', axis=1)\n",
    "data_sub.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       177244\n",
       "1929         7\n",
       "1930         5\n",
       "1937         5\n",
       "1945         3\n",
       "1947         7\n",
       "1950        24\n",
       "1951         4\n",
       "1953        25\n",
       "1954        55\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "songs_per_yr = data_sub.year.value_counts().sort_index()\n",
    "songs_per_yr.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFOBL12AF72A25BA</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAFTRR12AF72A8D4D</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIILB12A58A776F7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAIIYK12A6D4F6666</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>5a905f000fc1ff3df7ca807d57edb608863db05d</td>\n",
       "      <td>SOAJJDS12A8C13A3FB</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        user                song  listen_count\n",
       "58  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFOBL12AF72A25BA           2.0\n",
       "59  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAFTRR12AF72A8D4D           0.0\n",
       "60  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIILB12A58A776F7           0.0\n",
       "61  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAIIYK12A6D4F6666           0.0\n",
       "62  5a905f000fc1ff3df7ca807d57edb608863db05d  SOAJJDS12A8C13A3FB           0.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_sub2 = data_sub.drop(['title', 'release', 'artist_name', 'year'], axis=1)\n",
    "data_sub2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>song</th>\n",
       "      <th>listen_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8630435</th>\n",
       "      <td>d53c68f3698d137f00255c0ea770bdb23483cfba</td>\n",
       "      <td>SOFRQTD12A81C233C0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10753290</th>\n",
       "      <td>d8236361aaf592fd851306ff4dbd62bb904526c6</td>\n",
       "      <td>SODCXVC12A8C139446</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692745</th>\n",
       "      <td>710a8f390fdf2633305a99db7097db43d387eca5</td>\n",
       "      <td>SOLFXKT12AB017E3E0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446680</th>\n",
       "      <td>7a7dc4aec09a72c616d04da1d6944cd392ee68de</td>\n",
       "      <td>SOFGIVB12A6D4F5923</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4197743</th>\n",
       "      <td>67c162ab2db05ae90fd80df0b0bbebbd895cb3e0</td>\n",
       "      <td>SOLOBLN12A8AE45A89</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              user                song  \\\n",
       "8630435   d53c68f3698d137f00255c0ea770bdb23483cfba  SOFRQTD12A81C233C0   \n",
       "10753290  d8236361aaf592fd851306ff4dbd62bb904526c6  SODCXVC12A8C139446   \n",
       "1692745   710a8f390fdf2633305a99db7097db43d387eca5  SOLFXKT12AB017E3E0   \n",
       "446680    7a7dc4aec09a72c616d04da1d6944cd392ee68de  SOFGIVB12A6D4F5923   \n",
       "4197743   67c162ab2db05ae90fd80df0b0bbebbd895cb3e0  SOLOBLN12A8AE45A89   \n",
       "\n",
       "          listen_count  \n",
       "8630435            0.0  \n",
       "10753290           0.0  \n",
       "1692745            0.0  \n",
       "446680             0.0  \n",
       "4197743            1.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "train, test = train_test_split(data_sub2, test_size = 0.40, random_state=0)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "train.to_csv('./output/train.csv', index=False, header=False)\n",
    "test.to_csv('./output/test.csv', index=False, header=False)\n",
    "data_sub2.to_csv('./output/data.csv', index=False, header=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实现基于用户的协同过滤"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from surprise import KNNBasic\n",
    "from surprise import Dataset\n",
    "from surprise import Reader\n",
    "from surprise import accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimating biases using als...\n",
      "Computing the pearson_baseline similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.knns.KNNBasic at 0x1167128d0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = './output/data.csv'\n",
    "reader = Reader(line_format='user item rating', sep=',')\n",
    "data = Dataset.load_from_file(file_path, reader=reader)\n",
    "data.split(n_folds=3)\n",
    "dataset = data.build_full_trainset()\n",
    "sim_options = {'name': 'pearson_baseline', 'user_bases': True}\n",
    "\n",
    "algo = KNNBasic(sim_options=sim_options)\n",
    "algo.fit(dataset)\n",
    "# predictions = algo.test(test_data)\n",
    "# accuracy.rmse(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29925\n",
      "5000\n"
     ]
    }
   ],
   "source": [
    "print(dataset.n_items)\n",
    "print(dataset.n_users)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('0dedc610aff01816e5b27d8b0c7ba7c81b7541c7', 'SOHVMIL12A6D4F8963', 0.0, None)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.raw_ratings[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import io\n",
    "\n",
    "def read_items():\n",
    "    file_name = './output/data.csv'\n",
    "    uid_to_song = {}\n",
    "    song_to_uid = {}\n",
    "    with io.open(file_name, 'r') as f:\n",
    "        for line in f:\n",
    "            line = line.split(',')\n",
    "            uid_to_song[line[0]] = line[1]\n",
    "            song_to_uid[line[1]] = line[0]\n",
    "    return uid_to_song, song_to_uid\n",
    "\n",
    "uid_to_song, song_to_uid = read_items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'5a905f000fc1ff3df7ca807d57edb608863db05d': 'SOZZYAO12A6701FF36',\n",
       " 'e21477efb83bd323205ce6f5bd662f3df9d477e5': 'SOZWIVZ12A6701DA62',\n",
       " 'ec25e3d78ea8374869a772dc58bb903528a3c9cc': 'SOYVNUP12A8C13C8B3',\n",
       " 'b12c786deef0e618b5f277bc337f67128f425efe': 'SOZZIOH12A67ADE300',\n",
       " 'fd13b9d49c54e00ff413fe3c095ba581c7fc611e': 'SOZQUGG12A58A7D785',\n",
       " '0d0f80a34807aab31a3521424d456d30bf2c93d9': 'SOZAFNE12AAF3B50E6',\n",
       " '1ee591a388274035a4fd8a4ae40a9589d320bb9d': 'SOZYSDT12A8C13BFD7',\n",
       " '76235885b32c4e8c82760c340dc54f9b608d7d7e': 'SOZZTNF12A8C139916',\n",
       " '0f78b75616a51fc40ff0ac27589c6901bc0637e8': 'SOZWLRE12A8C144648',\n",
       " '4e11f45d732f4861772b2906f81a7d384552ad12': 'SOZZIOH12A67ADE300',\n",
       " '3f73f44560e822344b0fb7c6b463869743eb9860': 'SOZYOEJ12A8C1342E8',\n",
       " '1774d9180bdaf049d58d9bc88c91961a917adec3': 'SOZXMXX12AB0182C93',\n",
       " 'ac1c7a488e016d477fd6d23ef45a8a48643c02e7': 'SOZXWCH12A6701E065',\n",
       " 'da681f423e8574d2581534fd138eae264dea0f5c': 'SOZYBLA12AB018C2A2',\n",
       " 'bc3551591ed12f1900f06d9499a4314a78348107': 'SOZHNKO12A8C13E257',\n",
       " '371e9aff6b9f644e7598dbc4dd5640b1544b97f3': 'SOZWIVZ12A6701DA62',\n",
       " 'eb671bc38ee5d5d13b815fef98f1e9de44580c45': 'SOZZTCU12AB0182C58',\n",
       " 'c0ff0f1c93f67c1fb372b36b1b08bb4c76bead7d': 'SOZYTUL12A6D4F9DEF',\n",
       " 'be21ec120193effd2a5e545c4bafa2e1f92e9816': 'SOZZIOH12A67ADE300',\n",
       " '476081b0f3867e7f08f9a5ba2945848f8ddb3712': 'SOZZXOX12A8AE47ED6',\n",
       " '889c415eed565d927c11cee844de911a75245c8f': 'SOZUSLX12AB0185224',\n",
       " '3e92fc2ea806b5cd3581b1a7175f7a9048b3b13e': 'SOZVCRW12A67ADA0B7',\n",
       " '13ce57b3a25ef63fa614335fd838e8024c42ec17': 'SOZWSPY12AB01850A7',\n",
       " '7bb164d2e42718fe6aca4c9c46a5284df489f72d': 'SOZXKCB12AB017F878',\n",
       " '9de117d7f9ae2a385514f9fc4f1f84da3d91a976': 'SOZSFWF12A6D4F93D5',\n",
       " '77ceda0a3c03cda0d6d68016b12bcd7e943b6c09': 'SOZXRZI12AB018151E',\n",
       " '6a944bfe30ae8d6b873139e8305ae131f1607d5f': 'SOZVVRE12A8C143150',\n",
       " '20912110d4f8bf8bb2895f7934a9872998ff7ce8': 'SOZZDGI12A67020F28',\n",
       " '97785e5619927bb74bfcf1b0def94d928ad6a726': 'SOZSWRJ12A6D4FC3AB',\n",
       " '535ed77c299c240a81a82bc3edaae35e062c52fa': 'SOZYDZR12A8C13F4F0',\n",
       " '45f06d9d15adbd8575a63e848b1f1c202afbf308': 'SOZYTRJ12AF72A9FD7',\n",
       " 'ab769407b3f92e2560c7523dfa21ac84e0b56bd8': 'SOZVUCT12A8C1424BE',\n",
       " 'da944cf4711080e21a7541d6edfaf5203e0192fc': 'SOZVMYF12A8C132646',\n",
       " 'd19d2c2940e37d37f9f4c51f4a383870f48e41d5': 'SOZVVRE12A8C143150',\n",
       " 'b82249c24013f888a5bdb81d9745df3bf01c2740': 'SOZEBAZ12AF72A80C8',\n",
       " '55c93d1ceaf32cf4910c90231534030a5c90ddda': 'SOZZTNF12A8C139916',\n",
       " '5b498bef2e926769cbd71f9aa3009149deabe2f2': 'SOZZWNY12A6D4F9C49',\n",
       " '6040ed6d4e10f09e6cccd64c819c684531abe682': 'SOZVCRW12A67ADA0B7',\n",
       " '695179610d0b1fbb9d66267a3bd24946617af7fb': 'SOZWNCU12AB0183E6C',\n",
       " 'a31b283db0ce108902877cbde911ca1c5120f74b': 'SOZVVMJ12A58A7C548',\n",
       " '9acce6b22c8ae6adbd9e0933fb0a374b149e8e88': 'SOZVAZH12AF72A1F02',\n",
       " '8c78c69701072e204f4340ca4d6ee44fe39e40cc': 'SOZVVRE12A8C143150',\n",
       " '832dd6826e78630eb4d27e9a2e614ddbe558e3a0': 'SOZSMVS12AAF3B4FAA',\n",
       " 'af7c7cf4874a688300a405d3fc58b855df3bfc69': 'SOZMJFG12AB017BDAF',\n",
       " '3e872cf0e32da1ea7008a3ffccc4ce9307137732': 'SOZLQPF12A6D4F4776',\n",
       " '2e7bcdd35716dda84446dfad01dd944b8fa4d98d': 'SOZZEID12A58A7AB89',\n",
       " 'aed07be8dd6d8c4a1ca2fbc7b09284ac44e3a514': 'SOZUIAA12AB0182FA9',\n",
       " 'fb5d9b640598071878215f4457ce619c314d9afb': 'SOZZTCU12AB0182C58',\n",
       " '63f61ea74b33a2b2e0c873da7ec8c7e5cd128f87': 'SOZXEGV12AB018903D',\n",
       " '018a9cd406ed6cf3e2e59da62fdb656144b4db9c': 'SOZZMKY12A6D4F6F3C',\n",
       " '8e22826f2677ba6211fba8f163c821020d06f5df': 'SOZYENU12A67ADF3DD',\n",
       " '5711875efee5d61fba1148c28600d05854120fda': 'SOZYCEH12A58A78135',\n",
       " '46f54ae7b03f61e4c91baa57e9563a96eebf7770': 'SOZWZVR12A6D4F6F83',\n",
       " '283882c3d18ff2ad0e17124002ec02b847d06e9a': 'SOZYNNT12A81C22E0F',\n",
       " 'f52d7d4cf5d555fd2491a8f03e3f5c526d73c1a9': 'SOZYSDT12A8C13BFD7',\n",
       " 'ee7aa84c164038c963cfd02a7e52a5598aa470c3': 'SOZZYAO12A6701FF36',\n",
       " '017db04a4c7362734eb16838980b3a1a3bdb2754': 'SOZXHYA12A8C145274',\n",
       " '634480e923b1073f64baa56f6c366597de7d05e0': 'SOZZHQT12AB018B714',\n",
       " '90b540cbb748698bed8eed0803b8b982b742317a': 'SOZWSPY12AB01850A7',\n",
       " 'b048f21afd5e7467f187bf9f9d413e97c32313a9': 'SOZYDZR12A8C13F4F0',\n",
       " '38767872c514c1b43bab5c7b213b6702980d87c0': 'SOVQSQZ12A8C13F960',\n",
       " 'd7f437dcc4a58e3490caa350beb39f4642d03afa': 'SOZVUCT12A8C1424BE',\n",
       " 'e720c83177c85f9d7168b6a88f0ae50807513091': 'SOZXHNM12AB017CDEA',\n",
       " '2b8a13faee3d44ddd2d43254a2071e7c90d205d9': 'SOZOIUU12A67ADFA39',\n",
       " 'de718eb06d901cfdd9e7e20dc9ed6b9ac6d6e1ed': 'SOZRYTJ12AB0186FBD',\n",
       " '04043d5716a2359f49f62d13c7c3d3e72b28f520': 'SOZYOEJ12A8C1342E8',\n",
       " '3696c09241a05953601b92d1345ca5326fc49af2': 'SOZVVGI12AF72AB928',\n",
       " 'cebad0aa6670813c8e318629a3d6cbf3401a2108': 'SOZVCRW12A67ADA0B7',\n",
       " 'b9af664a665347519f267bfe3f02cc72f3b54160': 'SOZTNVX12A67ADE85D',\n",
       " '7e40c676afe9ffcb80dfcb62e2acffd26ae21996': 'SOZXVWK12AB018B865',\n",
       " '98c0832fc37148d7b934544bcf30cdb5852a203a': 'SOZYHFR12AB0184E01',\n",
       " 'ee30810179c611d32705fe0b71333dcb8703b30a': 'SOZZXAO12A58A7D379',\n",
       " '67874d1a189c83326c529e554be6f7acf55effae': 'SOZXTAI12A8C134DE1',\n",
       " 'e383bd30a6eacadf465cc4d9ecd52b35f47615a0': 'SOZZIOH12A67ADE300',\n",
       " 'e3fe36f5b75a07034ef2bac93a61493ea7182ef2': 'SOZSPEW12A8C13D93A',\n",
       " 'd40ce5881e1848e37a63ef4dff1a5eabfd1dedd2': 'SOZVVRE12A8C143150',\n",
       " 'b0c3fea797b46e2fb29db9bd00294e2e99cab47b': 'SOZJNAF12A6D4FA3B8',\n",
       " '9145cbd4889f2986be87bbe327506b034ce78e39': 'SOZXLPJ12A6701F7AB',\n",
       " '1de325c11cb7e686b45a87f8d2b60d18f5cc8e31': 'SOZRGNE12A6D4F5941',\n",
       " '97d294af582ca9c8a934c9128a75d8a2038a94d2': 'SOZYCYF12A67020990',\n",
       " 'adcaa469246108b49a7a0a7806bb2edb05e3dbf4': 'SOZFYTZ12AB018565D',\n",
       " 'd6dcd54a3762ac06e563aedd5182845c15eff8e5': 'SOZWRCB12A8C1390E4',\n",
       " 'e5b4f068ec1446a74564b4b8b8d13dcea7d27840': 'SOZYUXF12A6701F7B9',\n",
       " '1aa4fd215aadb160965110ed8a829745cde319eb': 'SOZZRHE12A6702165F',\n",
       " '94024e65cc32f00d688dba893832ed198e28994d': 'SOZVCRW12A67ADA0B7',\n",
       " 'f2a30cebffa76b5a643442ea8a79bb23c1a20a3e': 'SOZSSUH12A8C134844',\n",
       " '0091e0326c4c034cc04be6454742912845740a1f': 'SOZWSPY12AB01850A7',\n",
       " '115319b279fdca5dcf8db50ce59e8c7cdf380a8c': 'SOZRIZS12A58A7BF9B',\n",
       " '1e8dcceed33eb61081fc907c0cb76abc99fe9baf': 'SOZMLWW12A6D4F9DF4',\n",
       " '814b90468408a0b7d659c9f6c49e479ff29994f8': 'SOZWBVE12AAF3B515C',\n",
       " '30cc99a1b03a19cc162b286c76047e58371ffb3d': 'SOZOSJX12A8C1313E8',\n",
       " '5e8350ee2e91340ab61d6961768cd6677c49ec4e': 'SOZBIXL12AB0186736',\n",
       " '7bc045e040ebce95f2279f6e5b8016954ccbaf6d': 'SOZFLSC12A67ADE47D',\n",
       " 'd2ac268dd7f11d013c3ec96c6dc0937ba7fe731f': 'SOZVVRE12A8C143150',\n",
       " '6ccd111af9b4baa497aacd6d1863cbf5a141acc6': 'SOZZFTH12A6701E983',\n",
       " '0345a2367c91563dbb46adcfa611dd066b9e3e08': 'SOZXEGV12AB018903D',\n",
       " '324c49621344a042e2e06632b231ead005a43378': 'SOZTPKI12AB0189317',\n",
       " '2a1928f9b4633a643f870f08852c678df30d6d13': 'SOZYSDT12A8C13BFD7',\n",
       " '34e191b5e3ac4d0b86b100e3325aa46c34998248': 'SOZXEZV12A6D4F737F',\n",
       " '91ee487b65406cec50462071a41a83b5d6e99342': 'SOZYYCO12A6D4F82BD',\n",
       " 'ac67831b39d35c58aa9314db0fb8693490b3ab27': 'SOZZHWR12A670208D4',\n",
       " 'f392f43ff32a4ba8b1c04fdb9c310c53a234abf9': 'SOZZWEY12AF72A5E16',\n",
       " 'ca7838174d19502eb7a08c5c086567eae8dcaaf6': 'SOZMJFG12AB017BDAF',\n",
       " '2231cb435771a1a621ec44e95cdd28b81fad3288': 'SOZVCRW12A67ADA0B7',\n",
       " '46474cad92820165fa5a866b708df6e26f1e8eda': 'SOYQFBF12AC46881C0',\n",
       " '9efc4214f436fe286a0cc8540ee480c917fa0184': 'SOZXBAW12AB0183D89',\n",
       " 'b8a3869c284861a0545e8e2d5cebdaac5010b0b7': 'SOYXUEP12A6701C316',\n",
       " '60693691ae907c967af6d76d282983b16b0d206a': 'SOZYSDT12A8C13BFD7',\n",
       " 'edc19f85936d55d76b673d008bd2d220707af47a': 'SOZZWZV12A67AE140F',\n",
       " 'b058c9a43f9f6e1c388c54d26c2f201e9141c7a7': 'SOZRIAR12A8AE457FD',\n",
       " '70e67e9db6a3d494d4c817cb379901b488584a1f': 'SOZNHLC12A8C1392E0',\n",
       " '55985efae54c97ba355d6ade339b682fd7410eef': 'SOZWQWL12A58A7EA09',\n",
       " 'dcaca21546352fc3eba998f9139a45505ec2733d': 'SOZJIRG12A6D4F7802',\n",
       " '720f6e2ce4ebf47749a5dc920cbeecbde9a38058': 'SOZZWZV12A67AE140F',\n",
       " '9f421913b988809407f87de9dc6377637abdf4e7': 'SOZWVPW12B0B807718',\n",
       " '9bd4d0c7245e79ad2980c394a4a2b63d20a62e66': 'SOZWDQN12AB0182A85',\n",
       " 'abaf265b7dc7d19732cde4e55e04a1ae65514e03': 'SOZZHQT12AB018B714',\n",
       " '17693ea52ce666d9e1b0546578c38550ad6a74fe': 'SOZJTEZ12A6D4FBF15',\n",
       " '003f1e939952a57d1a5bc990727acad5ceea97b4': 'SOZZDGI12A67020F28',\n",
       " '968d861f155d01216337c66f1e0894c0c400dbb0': 'SOZZIOH12A67ADE300',\n",
       " '03a440618e325d7d20c96ba0bf82ab52372784f6': 'SOZTVXP12AF72A760B',\n",
       " '39045c552b71dc90bad828df1801676b82901923': 'SOZVVRE12A8C143150',\n",
       " '333eb01460c706024ad245a26016f78b75639c17': 'SOYSKTH12A8C14519B',\n",
       " '7c45383e890d452854208ac9106294fc14bdd165': 'SOZZLZN12A8AE48D6D',\n",
       " '80512d8438993427749f0fa60078c7b703735279': 'SOZPHFH12AB0183719',\n",
       " 'f1bdbb9fb7399b402a09fa124210dedf78e76034': 'SOZPMJT12AAF3B40D1',\n",
       " '85948a1b622bf48481856aa55759b521823dde2c': 'SOZWEOD12AB01876EC',\n",
       " '5e6ce2328dc4652f26f33b3a6f72ad8a7bd50461': 'SOZWNCU12AB0183E6C',\n",
       " 'f8e884c3273565f962568baee50065aa7f1236aa': 'SOZSSIN12AB0182E2C',\n",
       " '7b0603848d07acb19883de43e6107a2791cf8aa2': 'SOZOIUU12A67ADFA39',\n",
       " 'f0a61d253ec85c3aa80bc16036b21d7554f0a037': 'SOZUXXZ12A6D4F791F',\n",
       " '4be63160ad51eb4c19c3ba70bf097b729d929650': 'SOZYBGN12A8C13A93C',\n",
       " '7da15e1f694d26bb9c47593e89f95b8d01479e4d': 'SOZQSVB12A8C13C271',\n",
       " '74007a0653e621614f4924840c3105363daab7b5': 'SOZVUCT12A8C1424BE',\n",
       " '7f0041ca2fd1a82efbc0842c847c83df2a419b4d': 'SOYLVBA12AB018126F',\n",
       " '7f5c015cb2e8565107b3c8f423e3308a682111ba': 'SOZVAZH12AF72A1F02',\n",
       " '2c1e30dfe73e7f72cf2dbd932bda338ba86aa84c': 'SOZARVW12A67ADAC26',\n",
       " '358e0fdc1b9d9a219ccea844b58bd8e6e35f0533': 'SOZZLZN12A8AE48D6D',\n",
       " '0394088dd86f4de2fdffe80126c1d73b95b7fd30': 'SOZXKIA12A6D4F861C',\n",
       " 'dae2370f820be8cc308322045b89229d0a5b2ea5': 'SOZWWAC12AF729B1C2',\n",
       " 'a7c239df341df03edcbdfcead15a37d0938acb42': 'SOZPPYS12898B694CE',\n",
       " '308bae5b4a9a59580c1092fa79b68c57c9b8b2e3': 'SOZZRHE12A6702165F',\n",
       " 'b881152f1394e3c2bbdb9cc853016432ba184c6c': 'SOYKUPI12A6D4F60C6',\n",
       " '810bfc92d58786310e798c1229c701ecae84716e': 'SOZUVYE12AB017CA2D',\n",
       " '588c7873fc71bf60a60ead8377bd5424c1d77293': 'SOZUREK12A67ADAC27',\n",
       " 'ce7169aed3eae1d598f3a465b8a0d95fe2749f05': 'SOZSOMC12A6D4FA35A',\n",
       " '69b9221ee1228bf2dd9d05886f928488d248d02c': 'SOZYSDT12A8C13BFD7',\n",
       " '6731fae891ad7b3890f75d4097b3c76886ce6241': 'SOZVUUB12A8C13B5EF',\n",
       " 'b397045f3e29863ab4c84951420860942e3b9a0f': 'SOZZIOH12A67ADE300',\n",
       " 'a7fce6a229d5f3d75ebeeecf0d527bfa99b75ac6': 'SOZSZTY12A8C13B693',\n",
       " '042a9d0d81cc8b1b75095a5aa6e05126adb2bcb1': 'SOZYTRI12A58A7CADA',\n",
       " 'b04e41133dd3d30a5631cc8589a1eadd48a8bd53': 'SOZZHWR12A670208D4',\n",
       " '129ae1d1525d49f144ff1b2d21e573e1a0f17138': 'SOZUPDR12A8C137FB6',\n",
       " 'cc7d04c31f8be3a94de264d6642f6b0107b9db15': 'SOZLOCQ12AB018775F',\n",
       " '5ab133e735b3b1175a12c366c5644e961fa44acd': 'SOZQDRV12A8C133FB1',\n",
       " '17e57d28df4294ea94bb7d8209e4c7d15dafd013': 'SOZRYTJ12AB0186FBD',\n",
       " '1e90b91f5e231d49db7de54045efb35999df807f': 'SOYSITI12AB018B67B',\n",
       " '3739127d3811bc3832a0eaff9f77c85de9ab7aa6': 'SOZZTUO12AB01830AB',\n",
       " '7e840a66d30cee22b1efc302103c483a661b547f': 'SOYEZKY12AB018909A',\n",
       " 'd718475341282c6cf0c873fdc51be71ca4bbbc3a': 'SOZZHNG12AC468BF4C',\n",
       " 'd44a5a0dcb0d06a91c85bfe51d9c337a8a4ce42b': 'SOZZIOH12A67ADE300',\n",
       " '5092cbcd07b2a80a766c3189f949368f29e7e429': 'SOZIBZP12A6701C434',\n",
       " '6d625c6557df84b60d90426c0116138b617b9449': 'SOZZTUO12AB01830AB',\n",
       " 'c82f98a601930cae985d8c4080e303370cbb2ab5': 'SOZSILE12AB01885B7',\n",
       " 'd4ef3aa20e556741b13d057e6f930c7361336750': 'SOZYBGN12A8C13A93C',\n",
       " '330a7b1168a732742b572ba38a186c5b951b7f2d': 'SOZYIQR12A58A7DB25',\n",
       " '75b7d1be23939d59b169e405eb8b70be6c3f2a33': 'SOZQNBP12A58A79849',\n",
       " '8c3b08e0af57ffdc5a11fde5cd965b3351e377a9': 'SOXLRDB12A81C21739',\n",
       " 'cd418e82035b60773b60539462c23037049ff6cc': 'SOZWTCZ12AF729F5E3',\n",
       " '5dffd87b491c26afe6b45ac0b9e60d4cf12e572e': 'SOZZIOH12A67ADE300',\n",
       " '2e9799e2f9be8f35e1c24b26202eb4cf3545e22a': 'SOZZLZN12A8AE48D6D',\n",
       " 'd9de18a49ea814da475e7086a9a9711909e40467': 'SOZSVHQ12AB017DB13',\n",
       " 'ff6d3f9661f36acad929865551b534e977ab4e59': 'SOZWRCB12A8C1390E4',\n",
       " 'b007808f6e718d8ad52652e56d2109cf91986138': 'SOZAGKC12AB018CC0F',\n",
       " '6b20fb6131e0ec7eff05bbbf81355ff4691b5bf1': 'SOZWLHR12A8C13F211',\n",
       " '55c1617e0cc7d528522d46757fbadaa46605e2f6': 'SOZWMNZ12A6D4FCD0D',\n",
       " '81f0878d4707a39b4aecb412662f901e706adb35': 'SOZXSEC12A67020AB5',\n",
       " '94e8e867516970493bd17ac52facf3a39ca39446': 'SOZWWTF12A8C1408E2',\n",
       " 'e6e23d372db0ff919df66b517cd113e96f3d02a2': 'SOZSQUQ12AB018F6FB',\n",
       " 'effb41c1beeea75f7a6e6babcb6fe9e64f19b7ac': 'SOZXRZI12AB018151E',\n",
       " '246ce2b616ef2e581cafe3c426ffb0a045019641': 'SOZQCFF12A67ADC152',\n",
       " '6bbf38151beabaa752a1d3d392d68a683d49fed9': 'SOZGMTV12A8C13703A',\n",
       " '480e4c18106cedf026f501a0fa285a01b674b4bc': 'SOZURLL12AF72A10F9',\n",
       " '00a36bacc6f686cb2b4f334b6d7643e618d7ee3f': 'SOZSCNE12A6D4F8A62',\n",
       " '0d65c50e5ea7ed6973d7e61e3e6c8bd3917a9245': 'SOZJTEZ12A6D4FBF15',\n",
       " '54a7590c02939f1fe223cd628d6a86b70add8509': 'SOXZOMB12AB017DA15',\n",
       " 'c9333477733adfc46ec1e40a4d27ff4efcf782af': 'SOZYSDT12A8C13BFD7',\n",
       " '0be561b2480d8d4186582c3c469f1a3dfee987f8': 'SOZYSDT12A8C13BFD7',\n",
       " '390179c136541d2d17ce375fe197a940c536cef9': 'SOZDGEW12A8C13E748',\n",
       " '80039afdc81708fb7e10b36491f95ac537707ee0': 'SOZYFNP12A6D4F66F1',\n",
       " '6b64aebb366d1a5d327ca3c4a7f84bdd57b0b504': 'SOZYSDT12A8C13BFD7',\n",
       " '21de01555c9e6b1fdf89c1325d83adb755ec9680': 'SOZVUCT12A8C1424BE',\n",
       " '083a2a59603a605275107c00812a811526c2a0af': 'SOZLULP12A58A77060',\n",
       " 'fe7138fb077191162a691b80860c0341550a469c': 'SOZPCZL12A6D4F954E',\n",
       " '22d1bec316a779b9b5cb2009718cd3b2ac7c7980': 'SOZYOQD12A67021B8C',\n",
       " '9c859962257112ad523f1d3c121d35191daa6d2b': 'SOZWNEV12A8C133DB5',\n",
       " 'd1bc0f32f4a495f9a5f7c70c45240d15f58f250a': 'SOZZTNF12A8C139916',\n",
       " '6fded3505873ba08b0784080032c4de2c7e6988c': 'SOZBXAI12AF72A52A1',\n",
       " 'dc02d3c4fb534ca1406f720c70678e5858a5ca0a': 'SOZZDGI12A67020F28',\n",
       " '7499fb882fc3b41713dd3c4aefc46a8cadc5a011': 'SOZIBZP12A6701C434',\n",
       " '288a65469bbc0f8a8f053f91837b754294bb3762': 'SOZWVPW12B0B807718',\n",
       " '5a3417a1955d9136413e0d293cd36497f5e00238': 'SOZZUJK12A8C139BB8',\n",
       " '95926d03f275f4a3f04f068c2015e101a93a9292': 'SOZXNQE12AB018074A',\n",
       " '53f5a96ce4fe0b735815c877e225225e95061b1b': 'SOZXAKL12A58A7D570',\n",
       " '3c1730b0938608fafe44ecb389db64ead936bf04': 'SOZYHNC12A8C13B9D0',\n",
       " '42552f5bd2594f7aa10e537c6b65d6b5585ffa80': 'SOZYSDT12A8C13BFD7',\n",
       " '7ed79c6688ff603b449da8fd8f40480418c3cb00': 'SOZXQHF12A58A79168',\n",
       " 'ef0e486d45a3f82f504d87274f4e43e1dec136ca': 'SOZZIOH12A67ADE300',\n",
       " '6009168972055786f2d4dbbef9f3decad091f192': 'SOZVCRW12A67ADA0B7',\n",
       " 'e008358d7fa9717834f4656346ace2f1c5ef972b': 'SOZXMYX12AB018A445',\n",
       " '17f86d573faffb58d1377d294e7847be8f757255': 'SOZZYAO12A6701FF36',\n",
       " '4f3909af0dfaeaa7494c074cb4e0934265ea88b0': 'SOZZEID12A58A7AB89',\n",
       " 'd9e5124935aebeb6b9b169df2d28e1fc658d3566': 'SOZZYAO12A6701FF36',\n",
       " '119aca14c957dff271bd591a54cb52ebf8206903': 'SOYYJMW12A6D4F8636',\n",
       " '6a3b1b8fdf7503dedd0f51e0a94b2d3532c4d15f': 'SOZYSDT12A8C13BFD7',\n",
       " '26bb0ad3bd70361e99cd1b6692626f95d209761f': 'SOZXMXX12AB0182C93',\n",
       " '7be02d7c15448200eee8583f3b8fedba6b4ee823': 'SOZVUCT12A8C1424BE',\n",
       " 'f89e6c35a468ba075b07e687b1f4a1ca6c9b4f74': 'SOZVUCT12A8C1424BE',\n",
       " 'b0ffe6450c4bd050420f0fc33919d036fb9caa51': 'SOZXBRA12A8AE4673F',\n",
       " '6c0b8e1213f4373efca938d467cb4e88786fcfe5': 'SOZXQHF12A58A79168',\n",
       " '737689d66ffa4b8bf841017023c6ca7d770beecf': 'SOZYTUL12A6D4F9DEF',\n",
       " '0dedc610aff01816e5b27d8b0c7ba7c81b7541c7': 'SOZZMKY12A6D4F6F3C',\n",
       " '45cfde02a2a268540eb2a49cce3398cf5e151046': 'SOZQWVW12A6310F203',\n",
       " '762ab9285d22002586b6c9b1bf9818d47cd60d40': 'SOZZIOH12A67ADE300',\n",
       " '93f10d7bf7147aa2a783e0c3066b0462f9c16457': 'SOZXBVL12AB0184D35',\n",
       " '7a7dc4aec09a72c616d04da1d6944cd392ee68de': 'SOZYSDT12A8C13BFD7',\n",
       " '54544dc6bc8215524eb741b6ab5c663d5c08a70d': 'SOZXEZV12A6D4F737F',\n",
       " 'b26dad39e0bf7ae4bba7f1b9f5453cb709aa8d3d': 'SOZRMMN12A81C218B3',\n",
       " 'debd74c1999b195eeddf09bc0af751c93a52c205': 'SOZUVHK12A6D4F86F5',\n",
       " '4ba63f1cf3302343e5748ce16ddc0385885973b0': 'SOZSFWF12A6D4F93D5',\n",
       " '8aab962d9a89e14f80249e7d91a441b36f762c88': 'SOZRNFS12AF72A3EB5',\n",
       " '0f3240a6925fcce19b380e92993f83b2575093d1': 'SOZMPLQ12A81C20B00',\n",
       " '64bd62119f3d8117a9303172a1e424738200a682': 'SOZXLPJ12A6701F7AB',\n",
       " '3ef89f6895e23ea4365fbcd7ed446fe8ce749237': 'SOZSYRJ12AB0184F53',\n",
       " '656684e0c8cd25284cbc29715b3669fd33018d1d': 'SOZWLHR12A8C13F211',\n",
       " '57be950acbe5a926eee7ea17c111a168865b98c4': 'SOWNVIV12AB0184846',\n",
       " 'fc6bf03f768ce9cae1dd4ee210e88eeb5d6680d5': 'SOZSNUT12A8C13700C',\n",
       " 'a0a4a24e61f1d746f757cffd8a71146a30593292': 'SOZQSXN12AB018671C',\n",
       " 'e8c4d27dccabf139c74354b96bf35af1d63d5381': 'SOZZWZV12A67AE140F',\n",
       " 'fcf133f52bc35054b3956801c5307ddc44d5580d': 'SOZZTCU12AB0182C58',\n",
       " 'c0c4926b65dbc118c18b8e9d9266eef3ff3c3613': 'SOZQRSR12A6701E2F7',\n",
       " '7e89a43dc229de4259b5a36053de255a6247a773': 'SOZYSDT12A8C13BFD7',\n",
       " '09318175bf2f39d316f41d80fbfc4e4093cf0a19': 'SOZZEID12A58A7AB89',\n",
       " 'a59172a6d20b0f970783b7ee8df9134fb563ccda': 'SOZZWTD12AF72A4FA1',\n",
       " '03b88119c2e9178737e88ed0948429bc988fec52': 'SOZZLZN12A8AE48D6D',\n",
       " 'a60fc13be8661d45322ab09901f20e3f726fd80b': 'SOZZWZV12A67AE140F',\n",
       " '06124fd3fcd38b79158b2af37fc8f74face14146': 'SOZWLHR12A8C13F211',\n",
       " '89ed37ae310143567af699ac83f73d2a13c6ef27': 'SOZYFNP12A6D4F66F1',\n",
       " 'ab32eff76c81a39a09c1f10dd2155e7b3372a419': 'SOZZWZV12A67AE140F',\n",
       " 'fcb4aa91ca24284190d96ab2631c2130b2d21cdb': 'SOYUCVV12AB018B35A',\n",
       " '43e241eaa4d079ab2bdbd30231695f5563583af4': 'SOZNBQP12A6310D8AA',\n",
       " '8db288d4bd41da3dee86693ef4e0f6ed7c9fe870': 'SOZYDZR12A8C13F4F0',\n",
       " '6a9cf03dfb2fc82f5b3b043c9c3fdbab997fd54d': 'SOZYDZR12A8C13F4F0',\n",
       " 'd13609d62db6df876d3cc388225478618bb7b912': 'SOZZWTD12AF72A4FA1',\n",
       " '33e5bb3e40d970090cdd465c4e4840ae12f2f605': 'SOZYSDT12A8C13BFD7',\n",
       " 'ed3e56f28c9b1f6dd18270cf3c29f764ae8e4712': 'SOZYBLW12A67ADE66A',\n",
       " '02cb15390967a57896d3561f3a53bbfb31fdb063': 'SOZOQBO12A679C804F',\n",
       " 'ac41abca59d8cab8ec94e0f912a313a32e9736a9': 'SOZCDWG12A6D4F81E1',\n",
       " '2a677fd96df8e4a085d04478bbe18f3256c939f4': 'SOZWSPY12AB01850A7',\n",
       " '50610a57284110e96ba32d7c0d2e91420071ec17': 'SOZAFRY12A58A7A9C5',\n",
       " '1c82806f1f9a97d33a37f658d49aceaf5190ed88': 'SOZZFWG12A6D4FA002',\n",
       " '3d133aef40b39ed6d0b92bbe64e372aeb40f6cff': 'SOZXTUT12A6D4F6D03',\n",
       " '6305c9d5bedb7c7cfec8072c063f7ef2bfa79e82': 'SOZCITS12A8C13C65D',\n",
       " '6b7788ae3b05a52009daa9ce24281616400e58a3': 'SOZXBIS12A8AE44A2E',\n",
       " '1165b8b1ea895ce7b5307d29aa53013c2f57c5b0': 'SOZYUXF12A6701F7B9',\n",
       " '7e41241058af7545be75fb1e38504520e88a0ceb': 'SOZKNSB12A8C140F11',\n",
       " '4e0b1f81b5201b8e46859b49dd71ab945366d40d': 'SOZWJZU12A8C133037',\n",
       " 'db10ea393c016bd15623273fe50295beb77d9bbd': 'SOXJFLU12AB018A732',\n",
       " '2eb5dfda6a6c048798bfdb38b03223ab1244cbaa': 'SOZQVQL12AB01860A8',\n",
       " '38b4446f747464f951948ee3a84a1f83549ca07b': 'SOZYSDT12A8C13BFD7',\n",
       " 'e422b573ab09e19fee524fdeec93b8e6ed7c86f0': 'SOZZIOH12A67ADE300',\n",
       " '48567d388c6a7dda0e9d0a7b6648bdb42440475c': 'SOZVTRJ12A8C14308B',\n",
       " 'c4a5b793ce5f2d36e759849e66df74917af1df3e': 'SOZSSIN12AB0182E2C',\n",
       " 'e53b230b0c4e035fec86a2a47442fc3db4a98ca5': 'SOZMBXS12A6D4F84D5',\n",
       " 'f260f4de52ef19850a8d06360ca834797ab894f2': 'SOZZRTS12A6D4F9B1B',\n",
       " 'c4856e595823e7e2607ebfe588ec7ce5eb29ea88': 'SOZZWZV12A67AE140F',\n",
       " 'ca4ff97c0f7640f5c2f1f71498439b7fcf6a7ac9': 'SOZXTAI12A8C134DE1',\n",
       " 'd2232ac7a1ec17b283b5dff243161902b2cb706c': 'SOVYPDV12AB0187AFE',\n",
       " '9539150cb38b53ff4bb8ac385a97697bdc83e25d': 'SOZATAA12A8C13FF12',\n",
       " '0def638f4ce4a048d7755edf7fff6940364f2252': 'SOZVMVO12AC9097635',\n",
       " '65206d7a1a01543fee76541c84fd805908adf907': 'SOZZWNY12A6D4F9C49',\n",
       " '27810c30cf74b89d3a1de27e5a9fb9c8c552da09': 'SOZYDZR12A8C13F4F0',\n",
       " '80355fa0373c65745990ce62d5a333e2f26c793e': 'SOZYDZR12A8C13F4F0',\n",
       " 'b769e88d29aa4cd307dba66407ed54260a227a3b': 'SOZVYBA12A8C142618',\n",
       " 'a213bb03ae5e894b27532e534d8cc818cc8fe81f': 'SOZQOLR12A8C136B84',\n",
       " '7c7aa7bde39229221e50c1e5ffffc86005fcee2f': 'SOZXLPJ12A6701F7AB',\n",
       " '82cd7de99ecda208dcd18346892859f35daf0520': 'SOZWIEZ12A8C13633A',\n",
       " 'fe04660fa8d16c967bfc451f29463ebc278a43b8': 'SOZZLZN12A8AE48D6D',\n",
       " '2bf992383bd511811cb40ef032151460d499c7a6': 'SOZVSSP12AB01819DE',\n",
       " 'f0f3575ed87e305214c0d91a7d1260cbd688c08f': 'SOZQSXN12AB018671C',\n",
       " '5ef127be2845313b04cdab97eafd5bab866eaf35': 'SOZZKPR12A6D4F8147',\n",
       " '360dfc77809fc2f4a5863eb59bcf4191de6635ef': 'SOZXYDJ12A67ADC092',\n",
       " '81e9170dc8d94c4adf588140f4d9432b7411244f': 'SOZXSEC12A67020AB5',\n",
       " 'b73022b26e0ec9b5d27eca0503849999fe44d9f8': 'SOZNLVV12A6701E2D4',\n",
       " '7d6396eefd333a03e6cdba91e1028e9d9a4e41fc': 'SOZXQHF12A58A79168',\n",
       " '27f024c0287b915f3f602ade69b8b0256252b7f0': 'SOZXVUF12AC909762A',\n",
       " '1c47405cb493c053e5dce0c8b8524bd77b39af55': 'SOZZIOH12A67ADE300',\n",
       " '45d26d78fe726118497aca6de26a5b91a929fddf': 'SOZVPPQ12A8C13F7A8',\n",
       " '8aca61fa48ffd446fa9c1489b77a5c0f6027c001': 'SOZZFFL12AB0188617',\n",
       " 'f2b15f07eacdf015543916f290f0c851c6ebeb60': 'SOZZHQT12AB018B714',\n",
       " 'd8b59ee0a03db7d3d9d632809da88089c6559742': 'SOZWWTF12A8C1408E2',\n",
       " '627113dff67267eed9a84e7a15d0db1bfb280baf': 'SOZXQRQ12A6701C323',\n",
       " 'fa91a437c5e2bc948651e0cc25708c8f5a8c3c18': 'SOZYDZR12A8C13F4F0',\n",
       " '80aa48b5ae61a969b6f30dfc610a0b7c3f4662f6': 'SOZWLHR12A8C13F211',\n",
       " 'c4f427749e10ed90addbdfffa102e002d239a17d': 'SOZYSDT12A8C13BFD7',\n",
       " '2562c5969ebb9c2f3e307077c12c5868ac3aa50b': 'SOZYDOT12AC4686525',\n",
       " '479aaad1e5616187d4c034a52abec5af3a0272fa': 'SOZPESZ12A8C133A0A',\n",
       " 'd39f6eeb99755ef1adb616fb5c0081fab6a6e62a': 'SOZYUDT12AB0181BC2',\n",
       " '69d062a5bf008932e0b36cd6d59279918cfa4620': 'SOZTSPB12A8C137AE2',\n",
       " '199a8495199f87633035e6aa5225801c034af801': 'SOZZFTH12A6701E983',\n",
       " 'e1c45ed0bbb0b220535d6024c22682ec6866da99': 'SOZWVPW12B0B807718',\n",
       " 'dd29009e6148c8c21544c27e7c074b4601ba54e5': 'SOZVCRW12A67ADA0B7',\n",
       " 'b055cc3ae8159fe4bc656dc5631cc6659fc5cf72': 'SOZQZJH12AB0180A84',\n",
       " '8360742b8bf4d68d9cb90b62b98e4a12e2b5df66': 'SOZZLZN12A8AE48D6D',\n",
       " '3c36b6275ca38728bddbe1372a0a7fe3d50be61d': 'SOZWDXS12AB018204F',\n",
       " 'a68e01d7234f02629821c71baef28c6d04b05b2d': 'SOZZUJK12A8C139BB8',\n",
       " '454d88001c4ffc6e409110855fc5ca81e128f6b1': 'SOZXTUT12A6D4F6D03',\n",
       " 'b3edefc5b72fced4b7563d8e1a1ac7f230cb3bff': 'SOZZVWB12AB0189C30',\n",
       " '02baeb46dba761955e0518b5e90d3e3c086d3770': 'SOZZZDX12AF72A7FF8',\n",
       " '5ea608df0357ec4fda191cb9316fe8e6e65e3777': 'SOZPESZ12A8C133A0A',\n",
       " '547d2c53375596a03b76f4d93412a938498d9a67': 'SOZWBVE12AAF3B515C',\n",
       " 'a15075a926c1998d91940f118342ba8356efc7d4': 'SOZZFFL12AB0188617',\n",
       " '03265021b8ec4afe234632c0ee212053dfddd9a8': 'SOZVVRE12A8C143150',\n",
       " '4a2910e905536befc3a6dcefa64d41e85c185747': 'SOZYSDT12A8C13BFD7',\n",
       " 'b6f3354ae4540c3ca97cf16a85290a9eb749000d': 'SOZULZN12A8C13C1F6',\n",
       " 'b7800aaccc59f44737c654beefff565364181b01': 'SOZNHLC12A8C1392E0',\n",
       " 'f2a35c4e655182bed835b83ffb5cebd459246245': 'SOZPGKX12AB0184B93',\n",
       " '868ce1c88da59ecff1edf25965b9a53d2bfb11c0': 'SOZTYFG12A6D4F946B',\n",
       " 'cbe08f4a56c38663c6f536c0e7352456a5424086': 'SOZYBGN12A8C13A93C',\n",
       " '7600f1358e1686d2537bcdc8df8276f21c005ad1': 'SOZXQRQ12A6701C323',\n",
       " '0b19fe0fad7ca85693846f7dad047c449784647e': 'SOZVVRE12A8C143150',\n",
       " 'd4c56211650ea452bff8377c69d380ddb4d705bb': 'SOZSWRJ12A6D4FC3AB',\n",
       " '1c1b59c5ca4089b31e75b3c445c21db8cf719470': 'SOZYNNT12A81C22E0F',\n",
       " 'edc1441d6e06c4b30619a49572f69dacea17fe82': 'SOZXQHF12A58A79168',\n",
       " '517c2a1b5131b67dedf8e78b6c30568eff1fb653': 'SOZHNKO12A8C13E257',\n",
       " '70caceccaa745b6f7bc2898a154538eb1ada4d5a': 'SOZHBRQ12A6D4F7D2E',\n",
       " '949b8d774b8a9e3f970ea3e0d8b8d29ac14f0f1e': 'SOZVCRW12A67ADA0B7',\n",
       " '2367f4395078400d6fdfd22d9812c37a7525825b': 'SOZZLZN12A8AE48D6D',\n",
       " 'dbd6248396a69d80f9143adaf1ec72b68e509733': 'SOZJLZU12AF72AAC68',\n",
       " '86a438dfc28cb4af9a834b3aa06638149edbf5e2': 'SOZVVMJ12A58A7C548',\n",
       " '9c0e733f98f2c97398266225ab0c1783321862b9': 'SOZXHRP12A6D4F9A2C',\n",
       " 'fe2d77de7e57f3b3eedcf473545110b13ca03426': 'SOZZZPV12A8C1444B5',\n",
       " '4c6426c9c734c23ec0c35154437fc132b862068c': 'SOZZLZN12A8AE48D6D',\n",
       " 'f345a36139a9efc176922c21f0c19f371184ccf7': 'SOZSVHQ12AB017DB13',\n",
       " '2c2fd7466031d826c2937d5f7ca5444059cd7877': 'SOZXVIM12AC9072DE7',\n",
       " 'acb530d10efa37cb5cc868c10927db1caec1ac39': 'SOZZIOH12A67ADE300',\n",
       " '1820cfffd52cad7b3af398f379524d51579655d2': 'SOZUPVJ12B0B80B1CF',\n",
       " '4540b216303f9cab3f8b95afae8d8d4198a0099b': 'SOZYUXF12A6701F7B9',\n",
       " '9aab7ac8e759c2c0d0ced526c0046003e3e12ab8': 'SOZUVYE12AB017CA2D',\n",
       " '35619c195f33bcf362e412adb474eef5300ccd72': 'SOZVVRE12A8C143150',\n",
       " '0ab4a9b271924a3c683d2eec5e39864dad664b48': 'SOZVVRE12A8C143150',\n",
       " '972cce803aa7beceaa7d0039e4c7c0ff097e4d55': 'SOZVVRE12A8C143150',\n",
       " '0d97cd2e8da6a495ee7a7b764e55c1c1ca713b87': 'SOZJUFU12A8C143A9E',\n",
       " 'fcc8017eca88158edb842b1f3fbcd633baa58e92': 'SOZPLKR12A6D4F8421',\n",
       " '122a198496097ff28064131edd82ee5b81958247': 'SOZVPGO12A6D4F8C9A',\n",
       " 'fbee1c8ce1a346fa07d2ef648cec81117438b91f': 'SOZYDZR12A8C13F4F0',\n",
       " '786345d29df1835e255395c49c218d3b8e94cc4f': 'SOZZWZV12A67AE140F',\n",
       " 'f3cfdc6af04b949969e72d1c4e2dec052b706136': 'SOZUPVJ12B0B80B1CF',\n",
       " 'd8aace9308e530e0f1ef2a85258b62f8245be423': 'SOZYOXY12A8C134A3F',\n",
       " '5a0adae683bdbc26083765919512679e032b9be1': 'SOZMINK12AF72AAC26',\n",
       " '2bf218ad9412f59e6d203b250ba15ea420f7fa9d': 'SOZYSDT12A8C13BFD7',\n",
       " '0cdee6593f06d18ce5030c04e780e00293855fce': 'SOZZIZZ12A67AD9152',\n",
       " 'df90be4a75be0c8a29b4d31c3eb6e54aa9f7b537': 'SOZYYEK12AB0184F53',\n",
       " '05fcc56887cf5e0a11d514ba830a4b5ac636a413': 'SOZTNVX12A67ADE85D',\n",
       " '15eeb36ae1c62d60de9fdeea0d121eb7d08713be': 'SOZZWNY12A6D4F9C49',\n",
       " 'ff75f58dff87e9f9f767134882e515e75cd94dde': 'SOZZTUO12AB01830AB',\n",
       " 'da3890400751de76f0f05ef0e93aa1cd898e7dbc': 'SOZXMYX12AB018A445',\n",
       " '0a4c3c6999c74af7d8a44e96b44bf64e513c0f8b': 'SOZYSDT12A8C13BFD7',\n",
       " 'c49a05d44d1103e7527c6eb1f72ba2be95a1ba57': 'SOZQGFN12A58A7DFE5',\n",
       " '613db5b075571b22a782f1303cd187f0aad5fd89': 'SOZQPGU12AB0189ABF',\n",
       " '9114f227a089efc58480b525699ca9b6d1e71ff3': 'SOZVYSU12A6310F227',\n",
       " '6f1702dd4bdfa1f7aace6064ca75d5921f993767': 'SOZZIOH12A67ADE300',\n",
       " '7a519e5cfb193318ce610e51939a820a76898d3f': 'SOZXKCB12AB017F878',\n",
       " 'b2c24d9eb0b320e77e4984fedf432c840e7137e1': 'SOZVVMJ12A58A7C548',\n",
       " '5e53fe2ce11639e43554127e893dfe3b1b8cb1be': 'SOZRMAU12A8C141584',\n",
       " '8dbd15b69a6ed6be2ed96d1ab76462841f1d3c93': 'SOZYDZR12A8C13F4F0',\n",
       " 'a9ebe0766b38473ac10034d1363365a07e6302bc': 'SOZXKEA12AB0186FC1',\n",
       " 'b85e44249a1d26a378c0757442452525ecfa1abf': 'SOVXGAJ12A6310E850',\n",
       " 'd424b696f6156cff66e55805976171be9f27be7b': 'SOZZONR12A58A7F429',\n",
       " '17dc4007875b28fed8a05315cb34d4f0471f1151': 'SOZVZSP12A6D4F6A99',\n",
       " 'c012ec364329bb08cbe3e62fe76db31f8c5d8ec3': 'SOZOWON12A67ADA091',\n",
       " '8c800d6ece52acb6aff6ab60d991d090c84aabdc': 'SOZVVRE12A8C143150',\n",
       " 'f4ed0424083c9c8a64b3da5fb294826d0fc80018': 'SOZXEZV12A6D4F737F',\n",
       " '4289241c7ad61934c2838cbe137199c4a2c3f5d5': 'SOZZLZN12A8AE48D6D',\n",
       " '6bc87169ef70920729826f3aca259fd0eef85576': 'SOZXHNM12AB017CDEA',\n",
       " '2b1dea87d94c20dde9768fb836f734746013a523': 'SOZYNFV12AB0186910',\n",
       " '567b83631b5aa979d147590bb42ffa2a011ef96d': 'SOZRYTJ12AB0186FBD',\n",
       " '7edc9d6c880eec6f25cfd6b888518d7b06fbec61': 'SOZVUCT12A8C1424BE',\n",
       " '87024dfca766888f3eb47b2f1b71e2eff60ddb86': 'SOZYBLW12A67ADE66A',\n",
       " '11089077167c838f036384933d6c0ecafce6814b': 'SOZYHNC12A8C13B9D0',\n",
       " '46198bbc1ef5141fafe9aa2a2ff5179ba340fc6e': 'SOZZHQT12AB018B714',\n",
       " '4be305e02f4e72dad1b8ac78e630403543bab994': 'SOZVVRE12A8C143150',\n",
       " '63e7a5b340455557e4ab6fd10be9ea77db5098bb': 'SOZQOCU12A58A7BB32',\n",
       " '9898637b60b637a6ebda0b494ba29ff64c9f19c2': 'SOZYPRF12A6310F1B4',\n",
       " '3167f78e8a2cdf4a3a7f5cea09a8b8c98cf50995': 'SOZWLHR12A8C13F211',\n",
       " '0327a983748921d193b5073238b691353aeec66d': 'SOZXQRQ12A6701C323',\n",
       " '5c25fab3ae40650e8b97ae3ab141107c40c11cad': 'SOZXEGV12AB018903D',\n",
       " '24b98f8ab023f6e7a1c37c7729c623f7b821eb95': 'SOZXVUF12AC909762A',\n",
       " '89bade9e7efdb15bbd175fbe0c85ae9836b05ef7': 'SOZVUCT12A8C1424BE',\n",
       " 'b65f935b7e3211bb29051b9a0ea7abf995dc01e1': 'SOZYVQP12AB017D731',\n",
       " 'c65a346ab8f41fb56926b503ece810f358b0d241': 'SOZZVWB12AB0189C30',\n",
       " 'f9a20e89e4995c88c88a57b118e407f15df62090': 'SOZVCRW12A67ADA0B7',\n",
       " '1bb89761957c32e166ce6b52920bfb6e3d504850': 'SOZOVRH12A8C139269',\n",
       " '9fb0717a34c90c91ce09ab460969a8a428d3ac87': 'SOZXVUF12AC909762A',\n",
       " 'ae6d892a628b759623b1cb8a1613dab6a6d41403': 'SOZYSDT12A8C13BFD7',\n",
       " '4133f79564cb69148e598a0eab40fb8181173b16': 'SOZZISR12A6D4F9391',\n",
       " '35c0556f26979ba765f3efdae04ee7dca15f1342': 'SOZZISR12A6D4F9391',\n",
       " '4aee0c18e64245ee5ee5192535e949a32ea77615': 'SOZLGVH12A6D4F8111',\n",
       " '1e7ce0db9f4e294506b5386a00c5351ee1ff6e8d': 'SOZVVRE12A8C143150',\n",
       " '431420e30aff4b63a7dd104c5e1e49b35f5953ec': 'SOZQVSP12AB01852B0',\n",
       " '952130c8ae0527458c75471812dbb5c506b46d5d': 'SOZZCXT12A6D4FA441',\n",
       " 'dacf21e10ab26c337ca265e2199af540cb73092a': 'SOZZRTS12A6D4F9B1B',\n",
       " '315213e4a0e89abdd69633c46f83b6e1dc0e8d87': 'SOZTEDZ12A6D4F7570',\n",
       " '0e50ab46f3b06a3c0b732933cc1a2c1d3109c168': 'SOZXBQB12AB017BBDB',\n",
       " '19a7ec5c51a370817f99cf18decde4b8f469bfd3': 'SOZRMMN12A81C218B3',\n",
       " '30602fc969efbc65202d334db5aa45bf65dc5081': 'SOZWQWC12AF72AAA2C',\n",
       " '8ce823519efa7386a4f672a99e7fbbd7e1dd2b76': 'SOZZCXT12A6D4FA441',\n",
       " '2a37728c1b972a92d17587cb6f073f29bd783722': 'SOZWLHR12A8C13F211',\n",
       " 'b408b06113e9182afe530ee5a2758a9fa10911a8': 'SOZXLWS12A8C13BF78',\n",
       " 'd3f8b24dac9d792bf1062459187045a7cef67e25': 'SOZZWNY12A6D4F9C49',\n",
       " 'd5e2d7136ed7ef2d2a43efe6b2f666748fbb1493': 'SOZZCXT12A6D4FA441',\n",
       " '60275d16ec0987bb20fc8d54e448fa76249e3129': 'SOZUQTN12A67ADD8AC',\n",
       " '92e760b1c679260fb6cc928ae8e8b9148f5a655e': 'SOZXHNM12AB017CDEA',\n",
       " 'fef771ab021c200187a419f5e55311390f850a50': 'SOZZDQI12AF72A0D74',\n",
       " 'd9941905f8ea18265cb40e8ff9b947390e914932': 'SOZYYEK12AB0184F53',\n",
       " '72b7c0b7ef846805b61e7a82534beded246a95c2': 'SOZVCRW12A67ADA0B7',\n",
       " '1ddda8203bf8fc914a96a96876935abf81d81bfb': 'SOZZLBH12A8AE44A5C',\n",
       " '394fb2e6f30895b8c8730563552f179f147fa8df': 'SOZYOMV12AB01861BC',\n",
       " '50175c982372eae57a10464fc623faada52fbe4c': 'SOZUVYE12AB017CA2D',\n",
       " 'f4c9ffb548cd7e966fc18e962f1fd0bbf18dda0e': 'SOZVCRW12A67ADA0B7',\n",
       " 'f5ed6ce7c36775b1488710043aa10bc699cd0631': 'SOZXEZV12A6D4F737F',\n",
       " 'b3fd247eacc406f9852b69b9d895ea6719d9217a': 'SOZZYAO12A6701FF36',\n",
       " '8c7dde067f53a622566f80cbda608d749f75d710': 'SOZMWPB12A8C131F1B',\n",
       " '80eabb291af69aa953811cc8da72d24887cf1094': 'SOZDCSZ12A6D4F6927',\n",
       " '071128954ef3824c18c4903bc4ed9d398f64f359': 'SOZWLHR12A8C13F211',\n",
       " '67f8a5c65a10835f02b00b546b64b4d98048728e': 'SOZVVRE12A8C143150',\n",
       " '567f28fb74b189818586d537282be22eaa061629': 'SOZZTNF12A8C139916',\n",
       " 'ac80c589f9d3588b6060472d538828c81beda96e': 'SOZXBIS12A8AE44A2E',\n",
       " 'cd24b4152efda7c5eea65e68eb7dffdda66754c7': 'SOZYBGN12A8C13A93C',\n",
       " '25f83a09541073b1bde62e6e513cb938d3b148de': 'SOZVVRE12A8C143150',\n",
       " '87124b28f53767e052160fa6b7291e4a659dc659': 'SOZVSSP12AB01819DE',\n",
       " '91320092d037ad31e0667c4c8900d095f593f839': 'SOZXEZV12A6D4F737F',\n",
       " 'bc639f1f5de64f441bff379f5eccc56c74e2b09c': 'SOZVUCT12A8C1424BE',\n",
       " 'b68e8cfed9b0d4d34e79b76f7c5af74cc97a3407': 'SOZXBVL12AB0184D35',\n",
       " '94d3dcdd520f1f2f1daec98d1f3736bcff751654': 'SOZZUJK12A8C139BB8',\n",
       " '515a74ada76c0fc79e21ed9856e283054aa3ee10': 'SOZZLZN12A8AE48D6D',\n",
       " '2995ca1218fa4349425cb1501ccce9964f5fa63e': 'SOZZTNF12A8C139916',\n",
       " '54d07c4eff369f457c7a5d1c0b9b6c48feb949f4': 'SOZZXDG12AB0180308',\n",
       " 'c72e17c117ef2c15ccd377f47c7b53dd5c9607a0': 'SOZURRL12A8AE46E0D',\n",
       " '617b8ef2d9fa5cfec67a148e6475e593cb41fdcb': 'SOZUPDR12A8C137FB6',\n",
       " '67d5e75483e34f9778c7bd5ded70b05b7eaafde9': 'SOZZTNF12A8C139916',\n",
       " '9d07e7c7633748398d4f4e5c73115f9069ae49ca': 'SOZUXXZ12A6D4F791F',\n",
       " '2937ba6423450cb217412f6f72c224c49a608ef1': 'SOZYSJA12AB0182E9E',\n",
       " 'bb0d8c40d8932c5960e8e4443aa391adb9dfe9da': 'SOZTRLD12A8C135127',\n",
       " '71dac99494dd7439a105d14f7597ae706b19c9ed': 'SOZYSDT12A8C13BFD7',\n",
       " '96f7b4f800cafef33eae71a6bc44f7139f63cd7a': 'SOZZUJK12A8C139BB8',\n",
       " '1f97c48029fd7aa7fa57b2f611d198f586649dea': 'SOZVVRE12A8C143150',\n",
       " '03e8ac2923f7ec8f48bc413ba2ee59d11b8a47d6': 'SOZVVRE12A8C143150',\n",
       " '9af92dd4349d57bd60506d6fc2c29c1bbeaf7400': 'SOZWRCB12A8C1390E4',\n",
       " 'a603b33855282cfabc91f4b0126e5a9dd088fda8': 'SOZYSDT12A8C13BFD7',\n",
       " '8cf723d9d423e53ad33c300ef69a8df775fc8bca': 'SOZKMKN12A8C13987E',\n",
       " '2b016ce05227532736e5a87e04d3c904b12766ca': 'SOZZCXT12A6D4FA441',\n",
       " '41aad9713f7bdcb956718d0dc4281b3ccb9f6642': 'SOZZTCU12AB0182C58',\n",
       " 'c7a4762e42a64d396f17865db2b309ef41f9bfe6': 'SOZYDZR12A8C13F4F0',\n",
       " '871cca85eeb48da20a37578c348becf0dae6f117': 'SOYYEIY12A6D4F860F',\n",
       " '2102cfa15b3702123d179c1559717e1886170139': 'SOZYNNT12A81C22E0F',\n",
       " 'f7e0073b67d9744be9736b8c9342cb58f2de9de8': 'SOZTINO12A670215BC',\n",
       " 'ee3e4c913a61c336a543fb880329e29ecfbcf4c5': 'SOZVIBF12A8C138DE7',\n",
       " '6a58f480d522814c087fd3f8c77b3f32bb161f9d': 'SOZYSJA12AB0182E9E',\n",
       " '4d1c30f899b7d582c2b7931c16bee27e37756aac': 'SOZSZTY12A8C13B693',\n",
       " 'd95d0bbf01762c4680499f3d7c268318a117ac4e': 'SOZYSDT12A8C13BFD7',\n",
       " '3164ae54b8f17ac3e5a2c341897c199124a32dce': 'SOZPQXP12A8C1301ED',\n",
       " '9aa0651b8f87752b3114157b25537d9c33049aa2': 'SOZZZPV12A8C1444B5',\n",
       " 'a52178c9fb6e09e8476a9bb03c38f329aa241acf': 'SOZSSUH12A8C134844',\n",
       " 'b13a7fb9df1869c405ac710ec7502e4130498c6f': 'SOZUQTN12A67ADD8AC',\n",
       " '09484a4f81f0fc64ab796663d3dedb9b476a23e6': 'SOZTCOW12A8C134269',\n",
       " '42a518332538d9eeed4ef7f8f58c9dddf1959ccc': 'SOZVAZH12AF72A1F02',\n",
       " '47c29caabdbdda8de439f1d6d039e37121e8e2ac': 'SOZVCRW12A67ADA0B7',\n",
       " 'd8b04c873847a889c34214c545b2385bd457e296': 'SOZTEZR12A8C14204B',\n",
       " '49420c3ee688d2c959cf6dc82e31694586284b36': 'SOZZWZV12A67AE140F',\n",
       " '2507f8bcd9ed5cc4f78aea6d30b18efd29db8010': 'SOZYUGZ12A8AE472AC',\n",
       " 'ea44275cea8cc68ea090902b620ad09f5c6dac55': 'SOZSVCU12AC468F177',\n",
       " 'dbaec774b37238038cbdb4f5fecacf1edc7db578': 'SOXSOIM12A8C133FC6',\n",
       " 'bb279e21a433803eb4a3dc5d31d2fed80d06fc98': 'SOZZHWR12A670208D4',\n",
       " 'ea67d5b0f9d485e4ceddca096e298c1362fb10a4': 'SOZXHYA12A8C145274',\n",
       " '5275dfeb91c5d5090c0cb19a021df82bec9d49e6': 'SOZZWEY12AF72A5E16',\n",
       " '1e2857ad278b05c48f4c722b258af21c11cfdefc': 'SOZVUCT12A8C1424BE',\n",
       " 'fc05f377863a77d7784b02de2cc06cdecb85968b': 'SOZXTAI12A8C134DE1',\n",
       " '1d7e48b10e9a15b49686739caf76498461f616a8': 'SOZVYBA12A8C142618',\n",
       " '0960834fe13a1509030169f9cf3d7cf03e602d93': 'SOZYYCO12A6D4F82BD',\n",
       " '5c8c3971adc14bf3b7d4ede3ab1addb0a3eaab64': 'SOZYBNN12AF72A0B58',\n",
       " '773fa53bf86216c0f3c03dfb62c6cbfeb9ec90c5': 'SOZWLRE12A8C144648',\n",
       " '33163bbb1e4071114b08ad645c68b94e8590a132': 'SOZYSDT12A8C13BFD7',\n",
       " '91fba62dbfa012e732aeb90dff7c2f87151e3cc3': 'SOZSCNE12A6D4F8A62',\n",
       " '6a60b65aa0c7e94e5be2376b8fafb3d022da0bd1': 'SOZXVWK12AB018B865',\n",
       " '6ab05ef04570a913054c4a8e99ed30d7b955ebf3': 'SOZVVRE12A8C143150',\n",
       " 'e5b1a35349132afe4f96dd6b39cdc4d94031eb1b': 'SOZYSDT12A8C13BFD7',\n",
       " '3ea11d6f08818ab7a6d29e17bf36e4fc13263973': 'SOZXPPV12AB018355E',\n",
       " '39eb9cdd7b79cf57f3abb3f3b2de5ad654c3b119': 'SOZZZPV12A8C1444B5',\n",
       " 'fd98bb73810cf8c1723d34c6863db2f80536f37b': 'SOZYWFU12AF72A1352',\n",
       " '50ec8babe96f43d3911e593e18f6001b482233b4': 'SOZVVMJ12A58A7C548',\n",
       " '3e625e1577be06e5a183e1bc705aec008dce4786': 'SOZZLBH12A8AE44A5C',\n",
       " 'b7948bd0aab3932852dce33f89604a85736a449a': 'SOZZWTD12AF72A4FA1',\n",
       " 'c5ca75ac9fecbbde5bc955cb410f44cdf6f3c21c': 'SOZCFFJ12AB0181564',\n",
       " '85be3bccbe7767eb6af89199f0c0b3473c7a3552': 'SOZPMXA12A6D4FC6CC',\n",
       " '6cf48ec0342e793c1e665a0749436369282ef7d3': 'SOZZIZZ12A67AD9152',\n",
       " 'ad5a0f24cf63b51e1e8939cbece9643cbd36c1a8': 'SOZYTWE12A3F1EA18B',\n",
       " '1fbb0f6de552dec6eff67288fbaf3efeae2a2427': 'SOZZKPG12A6D4FC205',\n",
       " '4e2c447adb1f9e1c472560612b044f371b7aab78': 'SOZUXXZ12A6D4F791F',\n",
       " '1b69be830f14c336eea9a37a7c192bf1efe3c9ac': 'SOZXYDJ12A67ADC092',\n",
       " 'c86e999380823271ca6af2236b38b9a91e8285da': 'SOZOUKH12A8C13E089',\n",
       " '324f45310e64bbf8775717135e35e99811a8e937': 'SOZYSDT12A8C13BFD7',\n",
       " '97094257482e40524dc1b6be8f2ab4962781657c': 'SOZWBVE12AAF3B515C',\n",
       " '606abbd7e126782c3d8780867a424e6e1072e987': 'SOZZHWR12A670208D4',\n",
       " 'dae0bbb6e964a8f5495fa6edfb7321437b28b5a1': 'SOZMELM12A58A7A027',\n",
       " '0ff30e69a032274a5884795358dfe1b8b8c574a0': 'SOZXMYX12AB018A445',\n",
       " 'aba15479deb7eb02794852c46e532d18349c19e6': 'SOZRPOY12A8C1455F5',\n",
       " '7ddddf233348bd14a39965c14cb8b1afd827cabb': 'SOZZTCU12AB0182C58',\n",
       " '7b01590cce3cb5c11efb729f55551b9ce252a00d': 'SOZZRTS12A6D4F9B1B',\n",
       " '20587538ef8f35cd7937537f4bfeeb714f79c93d': 'SOZWMSO12AB017CA4E',\n",
       " '1614d979c1d3f360d84c7c06a9ccb097ab644a38': 'SOZNHLC12A8C1392E0',\n",
       " 'e36cc8cc3a5b30020c25651c41a5c2bd806ac789': 'SOZVVRE12A8C143150',\n",
       " 'a77a1cf6895be6b5588b0c18cc564372edde912b': 'SOZVZSP12A6D4F6A99',\n",
       " 'e6557d6a4a4ca0f3e791fb4931bfc7929d24c4f9': 'SOYTVDF12A8AE487E0',\n",
       " '5a39284e338a4a733221d0c9ea34c16ab5f1096e': 'SOZZWEY12AF72A5E16',\n",
       " '75efd623db57b37ef17a96c16b7e1f7fd593e084': 'SOZYSDT12A8C13BFD7',\n",
       " '65c23b32ecf7636bd62af8f928967cd0f23b00d8': 'SOZGFID12A6D4FBA25',\n",
       " 'fe9e24d539f00f7434ab8a7f4fe90dc477d0c4bf': 'SOVWHPM12AB017DABB',\n",
       " 'c1912062175dc4b3ea5a3a0cdb963c704bb9c881': 'SOZYSDT12A8C13BFD7',\n",
       " 'b490a8205a274904357c053934d938dfadcbfde2': 'SOZJXQD12A8C1409E1',\n",
       " '6b2787bcf47cfea75b734729cdaddd700137ad5a': 'SOZZBDO12B0B80C5BA',\n",
       " '16febddf52548e94f482cac4da27f2f371437a1b': 'SOZZHQT12AB018B714',\n",
       " 'd8d854c5dddcf5a595c47f452e3ff02ddf4ae0ae': 'SOZURIB12AB017C2F0',\n",
       " '82d0dee10848c44f8944baac8cb12efe776d445c': 'SOZYNNT12A81C22E0F',\n",
       " '95a7d87416cb19185ef4ef39709620f03ca67d65': 'SOZXSYQ12AB0184F5F',\n",
       " '63aa3e991a33c309016051541b8084ff0aec7284': 'SOZTCOW12A8C134269',\n",
       " '9ca92579c5db008ca253fdc2980aa90ec337dbdb': 'SOZWLHR12A8C13F211',\n",
       " '6e83b76c715ba128bf3d432eb11cf5384560399e': 'SOZYDZR12A8C13F4F0',\n",
       " 'bf172d68872ad7627198251533c5fef3d2ab9f89': 'SOZXLWS12A8C13BF78',\n",
       " 'c15570ec9ccc9f4093fc51dba952de0558c74ae7': 'SOYNXJC12AB0181A9D',\n",
       " 'df4aa3f8d64650559df9e11648859e6edad805dc': 'SOYPCVL12A8C139E01',\n",
       " '569c0c44b12563961b98a2be9d365410c72f536a': 'SOZPLKR12A6D4F8421',\n",
       " '654dc0011f03bac1879a2563a98d4be70cd4c7a3': 'SOZYSDT12A8C13BFD7',\n",
       " '302e94a5e193a8d60c617b29bdaa0a7f235dbac2': 'SOZHUUI12A6701D7B6',\n",
       " '11b0ba984c72b1aae9d0d700b9a9d058dec15281': 'SOYWGWN12AB018AC89',\n",
       " '0ebe10174833bc332df002d24b9c6774cb58ce65': 'SOZYNNT12A81C22E0F',\n",
       " 'f5059cb485f37aa4f4a20bd1cc0d9601f056c76e': 'SOZVUCT12A8C1424BE',\n",
       " 'a2fb22acbedaf28074932adf24c865583827aa0a': 'SOZVUCT12A8C1424BE',\n",
       " '10040835c3f73ca860818a937dbbef9db01ebf2c': 'SOZTRLD12A8C135127',\n",
       " '3620aafb7cd73000a77ef24496e7e9f7260cacd0': 'SOZXXZB12A58A7D8D7',\n",
       " '692b2446b15b836f8e6bf143436e3214a40ea50c': 'SOZRGNE12A6D4F5941',\n",
       " '161ef09b0a923515b1901674e6dea4c6d224170c': 'SOZZZPV12A8C1444B5',\n",
       " 'fe7a269ac6c58cf78d2a0049aed33f9301416979': 'SOZZYAO12A6701FF36',\n",
       " '59ca2ebc7a7ecb15307fd184da3191a691ebc583': 'SOZXSEC12A67020AB5',\n",
       " 'c543eba4a8e33a1f7125e6a051bafb8fc9d92526': 'SOZGQAV12AB017F831',\n",
       " 'ac37e46b7f00f6d7787ec07fae239b607e29ffd6': 'SOYYCCP12A6701E050',\n",
       " 'b0b8bd49a23f3af622e04351c01249aa4fcf7d80': 'SOZZHQT12AB018B714',\n",
       " '36b2fa1b63c7d34161743fecc2307c834fb28895': 'SOZYIQR12A58A7DB25',\n",
       " 'e469e40ec1da27e900e41e5323609b95b0791fbc': 'SOZZHQT12AB018B714',\n",
       " '10d4a24786bc988ee67bdaf9a244ca9f3446c2b6': 'SOZWVZW12AF72A0E04',\n",
       " 'aadcf5ad8305e25cb756de9389a9be4d0aeeb57b': 'SOZXKIA12A6D4F861C',\n",
       " 'c89b30b2c3ab0ceba69421a61346d0d5c8ad71be': 'SOZWQWC12AF72AAA2C',\n",
       " 'a1c89d51f234970919a56d96f87b1aebddf67346': 'SOZLWNB12AB0183C48',\n",
       " 'bf40f6ff247d419d07f720f0fc6af30caf0d99c2': 'SOZYTRI12A58A7CADA',\n",
       " 'e20ea1e08668962817efb26fa42d710101da94bd': 'SOZVCRW12A67ADA0B7',\n",
       " 'b5186694bb2406962edb3a8042b535449627fa37': 'SOZWTCZ12AF729F5E3',\n",
       " 'cd11d6b2d27f6d35cc456367a8c3f9dc68bf72c5': 'SOZYSDT12A8C13BFD7',\n",
       " 'f1c293109e4c756cc8a002ebc16fac851ebe1a9a': 'SOZYDZR12A8C13F4F0',\n",
       " '79a1ba30cec2ee1509f3c2df697916fe901b37e9': 'SOZZWZV12A67AE140F',\n",
       " 'e87236fb20a52f44b69f6bded6a696a505a0122e': 'SOZGZOC12AF729CEC1',\n",
       " 'd4024b9f7d904a4d328db00f304df65c96138b2b': 'SOZZIZZ12A67AD9152',\n",
       " '5d2b63706dfee833490b3ac8a4cb27e0148d937e': 'SOZWQWL12A58A7EA09',\n",
       " 'a3524a80c719ef46ae4d8c1e340bc4efd2b5676e': 'SOZBZSY12A6D4FA404',\n",
       " 'f6ae5e682750e815c1709ca99138d03b039839d6': 'SOZVVRE12A8C143150',\n",
       " 'a82039f2d2ba6e790f425eeeedc1fe43515a5cbc': 'SOZRGNE12A6D4F5941',\n",
       " '9466484a9f31118b12fd09ec8369a4b0297b5486': 'SOZTRUL12A8C1399BC',\n",
       " '95213f9048c98778ad22d03d93e185aa31435418': 'SOYWVJX12A8C13EDA9',\n",
       " '4e43c179d43dc1ab2d14dd1293c43ef4c3e86767': 'SOZVJXQ12A6D4FAFD9',\n",
       " '6f563f06e39f39565a5fd293bb535bc754cb0039': 'SOZQNBP12A58A79849',\n",
       " 'b51ad70d9eeede2e571ed50df6027370d8560691': 'SOZJPMJ12A6701E089',\n",
       " 'd3c10945d8e80bfdb6664f92d0fdb51371620b05': 'SOZZRHE12A6702165F',\n",
       " '81d29be0a5812983148ba48f4084e234ed2baaf6': 'SOZXHRP12A6D4F9A2C',\n",
       " '88345db37aa39df4a5556e89896f4449b76f78b6': 'SOZSVAH12A6701BEBD',\n",
       " '1a213035400c3d992b6a6fc8c3c46ad55c49c318': 'SOZLFWF12A8C132FF7',\n",
       " 'a3c93949d9ccf0ef3c2fd8bfdbd52ae75260373f': 'SOZMRNN12AB018038A',\n",
       " 'edbfd8ffc2cf7123f0b56a3465814205e1673b9b': 'SOZZYAO12A6701FF36',\n",
       " '72a4e9e3c884f7ea4208d11a64f9d343b29fff1a': 'SOZXKIA12A6D4F861C',\n",
       " '4be8acf199a0d8f34be1e0d2fc14fe41805f6952': 'SOZPQXP12A8C1301ED',\n",
       " 'e0152edeec1154b620b083fbb095f1f0f4de5e2e': 'SOZWPHG12AB018666E',\n",
       " '5595ea0cb91d8ae3eb1c2f5f330eec188b93a74d': 'SOZYBNN12AF72A0B58',\n",
       " 'edbeebbe98aeceb8d38b1de33ac1b1e201041284': 'SOZQXHH12A8C134513',\n",
       " 'fc947a22ec07ed3d67139e5f62a28c502dd35ef3': 'SOZZYAO12A6701FF36',\n",
       " '1a83cb73fdda50eb18d41b828860b265e7b52945': 'SOXNXSO12AF72A4CE1',\n",
       " '5c99c93fa066472008892de8d71d63307b434652': 'SOZQCFF12A67ADC152',\n",
       " '12eb2aaf2b88b944b9f1d94af44741e74a359bc5': 'SOZUNPW12A8C1367C1',\n",
       " 'ca61e57d0a04a69ba78968e633215a99e3e3d4df': 'SOZWIVZ12A6701DA62',\n",
       " '23ec7765590efc05002ccf6551cbadaa953c2069': 'SOZUPRX12A6D4F659D',\n",
       " 'a16edc8ad30f4d2555050f0a9ed6a9c4068df96c': 'SOZVCRW12A67ADA0B7',\n",
       " '29a29af5f219ce16350cc5645cd312e85c34fb86': 'SOZUNWX12A81C221F3',\n",
       " '681064acdadcfeca36237d157f96a2be48b9ded0': 'SOZYSDT12A8C13BFD7',\n",
       " 'd0f35526aa46fdbad7700cdaf8e7c50d4009c29e': 'SOZSJSU12AB01872DB',\n",
       " '27cb72f224360571e6ab9b1049886da17481dd2f': 'SOZXHNM12AB017CDEA',\n",
       " '7abf66fd49edf76e3478acece97e9390a8249345': 'SOZVVRE12A8C143150',\n",
       " 'a1a8b3f938752ba813cd5183bf5fba049a3eeef9': 'SOZFAQD12A6D4FBFBD',\n",
       " 'e35d65b931570ad6fa94ed6079dba93a811a624a': 'SOZZFFL12AB0188617',\n",
       " '37be9fa41f8511b53f5b69a581e860bbf6a7f50d': 'SOZUVYE12AB017CA2D',\n",
       " '090137c89e16549c3d6fd7479533721cb8e390b6': 'SOZXPPV12AB018355E',\n",
       " '292af91291d6d41204732a1cdceb7fcf8fa1d445': 'SOZQTJX12A58A7FABD',\n",
       " '7438822ada258bfb96b3f1b97d1e15e30c92280a': 'SOZYTWE12A3F1EA18B',\n",
       " '5f428dbd676d47114393f517601d0a6e85a0131e': 'SOZZWEY12AF72A5E16',\n",
       " 'f8544ba8ff908f44d61f5d9d17c213423c1fc782': 'SOZITSW12A6D4FB173',\n",
       " '2b04ee89ef77af7d11abf3077e366d1599656232': 'SOZHUUI12A6701D7B6',\n",
       " '09af789bbbcbad7083faee6109205f1603ca4ae9': 'SOXYRRJ12A3F1EB5F8',\n",
       " '6e4697a64442899e7fa6caabec3fe33aab8d2843': 'SOZXQRQ12A6701C323',\n",
       " '709be682d8748058fe6d56b78d7ee1eef4afb0de': 'SOZZRHE12A6702165F',\n",
       " 'de32503addf63b2ca79e523770bc9c790c3b4d63': 'SOZYTUL12A6D4F9DEF',\n",
       " '1d36c586adf56c1be114fb173bf23ececa79e9c7': 'SOZYUGZ12A8AE472AC',\n",
       " '688175582e053eece11bb72cda8f848b423b8610': 'SOZVUCT12A8C1424BE',\n",
       " 'ebed4965c03cb572d599bd851108e7ff320c287e': 'SOULJYY12A58A81B3A',\n",
       " '1e30647deb52c1fc1e905a5d2c65f24a160e22a4': 'SOYEKNS12AF729EE18',\n",
       " '0733b646422544c7b38eefbe6a604e647d54d6a7': 'SOZZXOX12A8AE47ED6',\n",
       " '814dda72451239575dc8675ad72e0b612a3bba5e': 'SOZYDZR12A8C13F4F0',\n",
       " '8d95bb7eedee58959589633ab5444ea91e65054e': 'SOZZHWR12A670208D4',\n",
       " '8eacc6a4b1409b5b6c5a96de132591a49fc4211e': 'SOZZTNF12A8C139916',\n",
       " 'e0314b2a3e48610bedb47f4663916170fb6188aa': 'SOZMNAX12A58A77F88',\n",
       " '1aff53b677ab280e5df6030c3f107c65936951eb': 'SOZZFWG12A6D4FA002',\n",
       " '75e491f38163de5e0909b2d46584a096583e314d': 'SOZAFIG12AF72A657A',\n",
       " '1c6a667417447d1425699f06f32e3b4d5c65b466': 'SOZYSDT12A8C13BFD7',\n",
       " '7089e7e2fddb556d1410b81d5934a7b7c3c5c9c4': 'SOZNYLL12A8AE471D1',\n",
       " 'ef7d69342690c1b110267f1497b4d12bbcaca0cb': 'SOZYUGZ12A8AE472AC',\n",
       " '3d050e5c7d83de5e43aaa1807dd231972a8498f5': 'SOXMHVF12A8AE47C42',\n",
       " 'f36597bc11ce99d965f4db2e065cf9d648bda39e': 'SOZYBGN12A8C13A93C',\n",
       " 'f38d1ef7f98a153a4897f1d00a0e78042c15b502': 'SOZIBZP12A6701C434',\n",
       " '013de579fc16527ecaf104cb3a210f8258c99e05': 'SOYDXIO12AB018343A',\n",
       " '1f942ecbfaaef2a44264e9459d2803c75f7382b4': 'SOZXNVK12A8C13CF0E',\n",
       " 'd6cd2a6e1d342fb5663a5523905fb61fe0e61e70': 'SOZXVWK12AB018B865',\n",
       " 'd9411e826f4edef167552573a1240312ba734835': 'SOZSWRJ12A6D4FC3AB',\n",
       " '9c2f8450c686935fc7ccd0f9a3f192046dc88ac3': 'SOZJAWB12A6D4FC287',\n",
       " '8722c22aedb4436ac7acb3db94090c3edd25435f': 'SOZGFID12A6D4FBA25',\n",
       " 'd7d3bcd03dafc57f3c7193019f5402880dca8683': 'SOZVVRE12A8C143150',\n",
       " '7a1b8c920d86bf5fae471b0a452df456dc649d25': 'SOZYOEJ12A8C1342E8',\n",
       " 'f30ea37aa89afa0c8073b5d58bebb8a4cdf09689': 'SOZUUZN12A58A7AF12',\n",
       " '2fac7afce7ec67e32237b646efb6d8b0349c60ab': 'SOZZHQT12AB018B714',\n",
       " 'e467d5750da8f55576ca08ef1d32c429482ef57a': 'SOZYIQR12A58A7DB25',\n",
       " '3027c8ed5c048a26f2e9ad1791b8f139aad3e254': 'SOZVUCT12A8C1424BE',\n",
       " '49d33dac419304f6c1070b57028d56f3865e6bcb': 'SOZZKPR12A6D4F8147',\n",
       " 'ef877f677514888d4cf44950dcf05cdcdea7ab61': 'SOZZWZV12A67AE140F',\n",
       " 'ae211a658865311b78e182566cb6eaf6577eb672': 'SOZZKPR12A6D4F8147',\n",
       " '4fd7b28222f801754cb6f6a39e77a0d7c593062f': 'SOZWTWP12A8C142924',\n",
       " 'c7ae9e85b22a6d47ae64231e9eb9a4825f679ab2': 'SOZIREF12A8C13FF74',\n",
       " '82b152c09a94dd4f7d4566080a00be441e3efbd9': 'SOZYBTI12A8C141B18',\n",
       " '5d5a27d2fe3d45e515e79ddb7f70822ef5cd3600': 'SOZWMRR12A81C23565',\n",
       " '12d40cd53e3ee763abdd38d7c79cea65eca17cef': 'SOZCLFX12A6D4F82C7',\n",
       " '3fafb14d312122bb2d307b21ba81090a7af51e97': 'SOZXHNM12AB017CDEA',\n",
       " '687a971c7264c35f0b451f32e06b75b749fe9148': 'SOZHUUI12A6701D7B6',\n",
       " 'cbbe74dbde73f3b0005f9f1422d9f1e62cb54115': 'SOZKDEA12AB0183183',\n",
       " '02e063c309f7bb0a5fa144aaad211fe9d040dba0': 'SOZZTNF12A8C139916',\n",
       " '7c67f1a7f581a113e00acd8adf836c63831e103e': 'SOZMINK12AF72AAC26',\n",
       " '7c9b8125c230d20b19317aa06a4b3f8415057f88': 'SOYQFBF12AC46881C0',\n",
       " 'df8caeaa7da7559040fb0aa3dc4538c821e9b48d': 'SOZZWNY12A6D4F9C49',\n",
       " 'dce67cd21e628ef2757df7c46a9fd66e2ba5d79b': 'SOZYSDT12A8C13BFD7',\n",
       " 'e3fce0e4f316567685119c9af7d04d67c84f0a46': 'SOZYBGN12A8C13A93C',\n",
       " '312328784487504828695246caa7f8957231838d': 'SOZZLZN12A8AE48D6D',\n",
       " '04c703659be6c98f8435e36ca95ecc157a32e94d': 'SOZXKIA12A6D4F861C',\n",
       " '4d77bb2aa149aabdea3744f3f8c4b0aa4e85cfeb': 'SOZYSDT12A8C13BFD7',\n",
       " '72bd55c78af8e459b48f2734d61a90b47ffe02f8': 'SOZYSDT12A8C13BFD7',\n",
       " '655dfc1b986230b15356580199e35e6c47d94b61': 'SOZYSDT12A8C13BFD7',\n",
       " '49f261069c89a4e7f418f2b653371bda64e914e2': 'SOZVCRW12A67ADA0B7',\n",
       " '78df624915846cf920c021abd623d8e9d9bdb17b': 'SOZRIFX12A8C142691',\n",
       " '05be6a588cc454d1e400a358c562807aeec8c054': 'SOZZRTS12A6D4F9B1B',\n",
       " 'ab290a8b4f6250e21c1548158fc6886d29e99fd7': 'SOZYSDT12A8C13BFD7',\n",
       " 'a628ccff74695b16814758a56ed1c9494be549cc': 'SOZZIOH12A67ADE300',\n",
       " '1198e6c8673f603114e7de4b1045a6cc6e80c897': 'SOZXVUF12AC909762A',\n",
       " '7b999f1551d91ab92f5323576082289bdbf719c1': 'SOZVCRW12A67ADA0B7',\n",
       " '8ad6a386e7b601c0072c337ec6f86d084d1ba556': 'SOZZZPV12A8C1444B5',\n",
       " '4bcc4cfd9acf7e19bbccd398f8503ba79fb66513': 'SOZZZPV12A8C1444B5',\n",
       " 'f593b67660e0a3360efa3a68cf1c28bd179a87bd': 'SOZSFWF12A6D4F93D5',\n",
       " 'a4493d7bb8c07dc19e4208c8ed6925ec40300d36': 'SOZWRCB12A8C1390E4',\n",
       " '2f72cbcbf49aac438f614626d86c5e93efb82206': 'SOZZCXT12A6D4FA441',\n",
       " '020ea598f04531f7c0a645c7f4feecf3578fe0ec': 'SOZYDZR12A8C13F4F0',\n",
       " '9af7bb657715f4b8bb63588fc8c8a3ec46cbdb6e': 'SOZWDQN12AB0182A85',\n",
       " '4127f5cab36ff3bf28bdaee5834cc8cfcef1fc02': 'SOZZTNF12A8C139916',\n",
       " 'd47d39bbe4e7f44ad477d56202a5ec5f65598b47': 'SOZWESZ12A8C13FA2B',\n",
       " 'e6301f3cd55ad018da1d81f2428798d16ea1cb89': 'SOZVFKL12A8C1436EC',\n",
       " '62b30883723cd3733d2dabe2d3ee9fbb7fa0b4c1': 'SOZYSDT12A8C13BFD7',\n",
       " '3a6553c25f5dce3dbbbedc429496d40bf913e354': 'SOZZIOH12A67ADE300',\n",
       " '94ef5bf221350937b90474419841bba3fbaacdb1': 'SOZNAJF12A8C13EDD0',\n",
       " 'ca97b4919638b88febbe6377c733034f9818f4ba': 'SOZZUJK12A8C139BB8',\n",
       " '3c03548b555c6f7036d3afadfc1cecb4c774540c': 'SOZUMNX12AB0184C8F',\n",
       " '7ffc14a55b6256c9fa73fc5c5761d210deb7f738': 'SOZYSDT12A8C13BFD7',\n",
       " '0198a743fca41f759433d30fe0029e3481a30033': 'SOWKMZU12A81C2165A',\n",
       " '3194cd96455b89ec9af01c32eb89b98ef68a7244': 'SOZYBGN12A8C13A93C',\n",
       " '6086417a706e339f64f47752b474e9c9596ff66d': 'SOYXHRY12A6701C877',\n",
       " 'ef5743fb92f0415b3dde22870d20126c22999165': 'SOZTUDB12A8C1354AC',\n",
       " 'b9aa93ade45d9144a2971b36ff956fea8103c62e': 'SOZYENU12A67ADF3DD',\n",
       " '796d1b08cb20fa4bb6856a61edfbc3e19d5ae225': 'SOZZHWR12A670208D4',\n",
       " '2b77760cb7cf72d64dd6d5bdf8a5c195a044a9b3': 'SOZWFWE12A8C133A89',\n",
       " '26dab7b65ed75264a9d6254f0e81ee35f34e2347': 'SOYORHQ12A8C1436A4',\n",
       " '453b8f84cbc53b2f479bbaef8987a4b6edbe9bbe': 'SOYBHSI12A58A7D58B',\n",
       " 'fc4d38d3c84cb716a62853cac1faee86147324a3': 'SOZWNCU12AB0183E6C',\n",
       " '7b8f7ad86cdb0a917f35a29ee27ea9380a48f3df': 'SOZVMVO12AC9097635',\n",
       " 'e204c8737fb224175a223db2b0ab85298a9a0ce9': 'SOZJCET12A6D4F7672',\n",
       " 'dafec3656aa776da51512e45fe06308ca193ca3a': 'SOZARNI12A67020744',\n",
       " 'c7ac56114cefd8af85f3dd5522ac31406f345d2c': 'SOZXEZV12A6D4F737F',\n",
       " '0084ecc8a2b3b0a371b968ded8b92d3d8525fd64': 'SOZRQQV12AF72A15B4',\n",
       " '64827e701b6806424cca7512ef9697040211448e': 'SOZVVRE12A8C143150',\n",
       " '72f25866b0f1e014f078c13490afafaf66a52971': 'SOZYPRF12A6310F1B4',\n",
       " 'd91ca966f809ef4a77999b031c90fcd5253fecc0': 'SOZRGNE12A6D4F5941',\n",
       " '2bc9df66877af6eddb7103859a574615f0a8aa91': 'SOWHSGK12A6D4FC429',\n",
       " '9ba0e53621b587268500f3f7c24812da64c68de8': 'SOZUXXZ12A6D4F791F',\n",
       " 'aae9f122a5c28035eb97ea8dbc67b18daffb92b6': 'SOZNAJF12A8C13EDD0',\n",
       " '56ab332ffa0b20bbd20785d8c8e73ad2a49a26fd': 'SOZUNPW12A8C1367C1',\n",
       " '55093b74cc2de324118fdce808d49b2b9d5197e2': 'SOZXEZV12A6D4F737F',\n",
       " '7eb90f3db7e169cd0e714624e2ddf571f061125c': 'SOZZWEY12AF72A5E16',\n",
       " '92eceefc31ed15efe60eb33ca8f6aee19683bdcf': 'SOZUREK12A67ADAC27',\n",
       " '13d354645dd4b99d86136537ac4f604c3994fbf4': 'SOZDGEW12A8C13E748',\n",
       " 'b600dbbfb8ad5ce6f65b51b249d721720c28e837': 'SOZZIOH12A67ADE300',\n",
       " '01496f5e14b5d8f87b601639999e12b3de671deb': 'SOZZTCU12AB0182C58',\n",
       " '4c385be3003cd7ada052d5d52433a0c86306078c': 'SOZYSDT12A8C13BFD7',\n",
       " '91f4db06df288d5df05654ded89025d24965d7d6': 'SOZVCRW12A67ADA0B7',\n",
       " '8ce501388bc1fa1c67f7563d9b2e13ce4554e375': 'SOZZDQI12AF72A0D74',\n",
       " '1b9271f581b975c198cc1f0ac47c59d2e7f6dc7a': 'SOZIAAQ12A6D4F8B6A',\n",
       " '01cbb4168fc64b3f05073b8299556e95812695f2': 'SOZZDGI12A67020F28',\n",
       " '82fed477acd885cc428c29f1423f1929582d0643': 'SOZYSDT12A8C13BFD7',\n",
       " '8a4997123b68d09cdd2b3c84d0ec6214278f45d9': 'SOZXRZI12AB018151E',\n",
       " '681862a52463f9c2371d0fd8f4f08bdd77e04c4d': 'SOZXBIS12A8AE44A2E',\n",
       " '0c68affd09224b5231f656c31aec29505da2f661': 'SOZYDZR12A8C13F4F0',\n",
       " 'd14d4d9c3bf55330e4b31a6d8d20a7c372890ffa': 'SOZQSVB12A8C13C271',\n",
       " '06b3d85b93084237374b04a9c228c2339fa20cc9': 'SOZYTRJ12AF72A9FD7',\n",
       " '93ecbab9b755b9a14fa1b89d6ad5cd12341f99d9': 'SOZWTEA12AF72A1556',\n",
       " '2df40a2a558ee55a9ac3c34bc8f4303e0e2c8d8d': 'SOZYTRI12A58A7CADA',\n",
       " '65601bfbb355a6c5ab3c220def5e29b6ef55764d': 'SOYWJNS12A8C134950',\n",
       " 'f3825861e5575cf4206f883630754fa30c80721e': 'SOZYBGN12A8C13A93C',\n",
       " '3f47637cff4bfa41ae0f5179b699ac271a431c8f': 'SOZYDZR12A8C13F4F0',\n",
       " 'bd60499d4ec3cd2428ec5fb18a868f43329d11f7': 'SOYJTIE12AB0188AAE',\n",
       " 'e5e1e96974008a2b1f0016f4538e41683e2c0646': 'SOZZVWB12AB0189C30',\n",
       " '435c8358d55007e2d5dc1c91facdc8f9109b9153': 'SOZRMMN12A81C218B3',\n",
       " 'a10115a85889a1a01d1ff2c724413bcfec0c9445': 'SOZHBRQ12A6D4F7D2E',\n",
       " '99b04b4e2be9a541e1bec4343e09da447b409aea': 'SOZUEJA12AB017F1E7',\n",
       " 'e3dc1a577d1432b6406f3bed18d92fd6830ed69e': 'SOZYCGI12AB0189CA4',\n",
       " 'aa1bbfed305e663adb07e34451ac7cb56e33bfdc': 'SOZVMYF12A8C132646',\n",
       " '046c0dd78fb33aa69cbfdb0a15257c4748ab56d1': 'SOZZWNY12A6D4F9C49',\n",
       " '9d3ad5f42a0f899f190d395abfaf5d25135f495d': 'SOZZWZV12A67AE140F',\n",
       " '72ef0264d080d31537af56daee1314ea6894aebd': 'SOZUDMA12AC9072E21',\n",
       " '782b680b208d4c2289a97bb4c27ce1d7429926b0': 'SOZVSRB12A8C131254',\n",
       " 'b5f682ad3444e415d1ef666d6bea2b9a94fe5056': 'SOZWJEP12A6310E1F5',\n",
       " '3f1037fb3a74f351cd61fff169a54896d2be06f9': 'SOZZISR12A6D4F9391',\n",
       " '06adc538fa01f3d9e287d121e7e70902f21a0b64': 'SOZYUDT12AB0181BC2',\n",
       " '83e0c6e34a00a1de3961bf141651b1d69a91383f': 'SOZZLBH12A8AE44A5C',\n",
       " 'e3d45fa4071c85b044191cabf0284e74c744a037': 'SOZZIOH12A67ADE300',\n",
       " 'e71847c26d78d2786d9f3eb453024130ec6885da': 'SOZXVUF12AC909762A',\n",
       " '1f53284c12b81d75a8bc8006763edd575d49506a': 'SOZYYCO12A6D4F82BD',\n",
       " 'ffe5ad43c24d81878621185e164043a6e49b2fe4': 'SOZVCRW12A67ADA0B7',\n",
       " 'd322ab308dda4dec6983d8c4fef958c518ff5da0': 'SOZSSVR12A8C13D052',\n",
       " '52f8f5c4265b0375b7f05c94e00a436aa740e04f': 'SOZQABK12A58A7A4B6',\n",
       " '6a198e800260e66b6a5d87e8d886113a6c9925c3': 'SOZVCRW12A67ADA0B7',\n",
       " 'ffe2ec5b72cddb8537ad7f0ac191624f8ae2c8dc': 'SOZZLBH12A8AE44A5C',\n",
       " 'ed102077d3861d6b8f0e2162217afdba960afdc6': 'SOZVSSP12AB01819DE',\n",
       " '0bcc8bc4985e7752d6d9a65f8802743a91861479': 'SOZHRXQ12A8C136EC4',\n",
       " '228336de0a191a92c3c00ad371e080accfd795a6': 'SOZVCRW12A67ADA0B7',\n",
       " '1743b8d5e0260aed4877671db748c18fb5f57d59': 'SOYALKY12A8C137576',\n",
       " 'eaa2b3c9e086a662ab15e10ca6211a3207f40a50': 'SOZXKIA12A6D4F861C',\n",
       " 'b8ec63b3f4ffba63f75ff62436633236a3e9773f': 'SOZYUXF12A6701F7B9',\n",
       " '496e405cbab6713f11467464e1185969a5300a2f': 'SOYSITI12AB018B67B',\n",
       " 'f7a07f2bdc80f3a77f8e7f157e20bbae148d08de': 'SOWOXGY12AB018178B',\n",
       " '52a95dc9b9dc479730f87d0187bd322199a42eff': 'SOZVVRE12A8C143150',\n",
       " '69963f38f75cedf4029510ba20351fec7bdaede9': 'SOXQYSC12A6310E908',\n",
       " '898cc7b0fc557ca7563a9752567d51f9f2b5ef44': 'SOZSILE12AB01885B7',\n",
       " 'd446e7c921a102071026003e6baf3175afc535e8': 'SOZOQBO12A679C804F',\n",
       " '5cdf769e616377769d62e7d20ead3117a9fb25e5': 'SOZXEZG12A8C144580',\n",
       " '33c7be01025cc6c41d09c902ba05025e51883fa3': 'SOZWHKX12A8C1366B5',\n",
       " 'fd9ee0625ac9ad3ef96e6d536996f475d76d47fc': 'SOZWEOD12AB01876EC',\n",
       " '3c970df9adc1ebd5f717cc888d61b8087800459c': 'SOZVZSP12A6D4F6A99',\n",
       " 'a0b9b455a3a9d475ab40612eab02c66f8d2af56e': 'SOZVVRE12A8C143150',\n",
       " 'aaa75b9efb232ca18dbb3fe68a4aecb4ecb77efd': 'SOZYBTI12A8C141B18',\n",
       " '3024f8a0f6d28d4ba12eb1262e33a6eefd0977c4': 'SOZXEZV12A6D4F737F',\n",
       " '5f179d704979b6910829d10ffc7d473b4e75a03a': 'SOZZIOH12A67ADE300',\n",
       " 'cd58f3d02bfa9e5df95971cde778593012241236': 'SOZORGY12A8C140382',\n",
       " 'afc02cad71809742ba48c4e4efa66233665cceb3': 'SOZVVRE12A8C143150',\n",
       " '89ed83ae9d377e28b9200470566ae557f8c0fa95': 'SOZSVCQ12A6D4F8DAC',\n",
       " 'bfc63564f481a6e8a97523a8583f40e60f99cf5d': 'SOZZRHE12A6702165F',\n",
       " 'afdf035488f506ce66f3f50f25290203c0054023': 'SOZVQYZ12A58A7BE1C',\n",
       " 'e48c6158eb587c2c298aeb086203b96b95ca5026': 'SOZYDZR12A8C13F4F0',\n",
       " '2aebde5918f273c94410a2596f25923fc9df9d4b': 'SOZWBVE12AAF3B515C',\n",
       " '9c19fbe67b8191d03a8eb930f701f3f0cc645270': 'SOZSFWF12A6D4F93D5',\n",
       " '1a6916b63039c3c56c62de345c284c11a075eb96': 'SOZYSDT12A8C13BFD7',\n",
       " 'b6294fa6a76a84789d038b7133ddc308391bacc6': 'SOZVCRW12A67ADA0B7',\n",
       " '38dc8265b24843f2f3d02465814f65992fd8da9e': 'SOZQNTI12A6D4FB09E',\n",
       " '4146d8981b55dac21cd65e1806fe2b3da6d902ce': 'SOZCDWG12A6D4F81E1',\n",
       " 'b14757f6df0c9e4149f9ae234b5405e5e996a304': 'SOZUNWX12A81C221F3',\n",
       " '8cf570d669e23692be69e86aa2110deeb298405b': 'SOZSZTY12A8C13B693',\n",
       " '6efb8f4682f3553b23aba0b22f467353332f7821': 'SOZVVRE12A8C143150',\n",
       " '17afc9728eb9b4470c5e75a9cc1f6e2d38d5065f': 'SOZYTWE12A3F1EA18B',\n",
       " '7d3ce916263462012df5cb4da764f6bf780acfe6': 'SOZZHQT12AB018B714',\n",
       " '21202339a47104c766bf2fa96c4019fe8d270b24': 'SOZWCMG12A6D4F9CD5',\n",
       " 'f8a4a3cfe398e30d207f2689a4002d0d4d493808': 'SOZVVRE12A8C143150',\n",
       " '9c6ebf1d5ba38bcb577149b22e19448f655f6252': 'SOZZHQT12AB018B714',\n",
       " '987b16f99623300d83b1033c9c4f7d815ec04bdd': 'SOZZWZV12A67AE140F',\n",
       " '7de72013edc032f4f5951b3a6ed626ce332c9cbb': 'SOZSPEW12A8C13D93A',\n",
       " '710a8f390fdf2633305a99db7097db43d387eca5': 'SOYXTZU12A58A7D532',\n",
       " '10d77dc7221918cd9a4b9f2cb2b0ee6dd4a97298': 'SOZZRHE12A6702165F',\n",
       " '2d7760d5cc04517ddb04699cb2befb0ce38de97a': 'SOZYTWE12A3F1EA18B',\n",
       " '25ec5d97989a4a86d9c4a5f0ecaaf57f5ecb9786': 'SOZNHLC12A8C1392E0',\n",
       " '68027260c9ac3b413c0c91f59824b6bdd13fc51e': 'SOZIPJB12A8C13FDF4',\n",
       " '32e46bf89e523d8261aab60b31a766a4d24af83e': 'SOZKFIK12A8C13F312',\n",
       " 'bc7785ba2810c08633a9e27fe854830296242358': 'SOZXRWH12A6D4F8BA7',\n",
       " 'f4e1c664276fe64fd9ec05f8dfcb592c4f289ba2': 'SOZZVWB12AB0189C30',\n",
       " '6049f073c9b55e1f0995902414dd64f41357ffa3': 'SOZRYCX12AC468A303',\n",
       " 'd2396f84238693721349e3dfb9e109bb67b93fca': 'SOYJIYN12A8C1345E9',\n",
       " 'af54cc5dd62fe728c7e5f2decddbc69cc834d6dc': 'SOZOQBO12A679C804F',\n",
       " '67e0ecc02725519c1c2cd402a4b58682757ce2e1': 'SOZZLZN12A8AE48D6D',\n",
       " '8e3cf5da00e9c90ea0b63014c9c8fa656ea746d7': 'SOZYTUL12A6D4F9DEF',\n",
       " '84a94458addfc099583cc87a2ac6061b2653e4e9': 'SOZVCRW12A67ADA0B7',\n",
       " '9215650e56636976a17e28c623d0830833f970f1': 'SOZZIOH12A67ADE300',\n",
       " '023bd5a038a031dabe268fb3139b26c419ab1908': 'SOZTRGA12A58A7AF50',\n",
       " '8a6089d80a792aaef91313bf02ffce0e660610eb': 'SOZVTFB12AF729FEAA',\n",
       " '33121ba97455f4f3d4bf1c03db13688ca60e10a4': 'SOZZLZN12A8AE48D6D',\n",
       " '8168161e10946a1dffbd4394d9fd1128a679b6bd': 'SOZZWZV12A67AE140F',\n",
       " '8294bd47e24ccadfa0b062c56b39919e02e9d994': 'SOZZISR12A6D4F9391',\n",
       " 'd9c6fe60cabedc82a3ac975fe936457c500a3688': 'SOZFRVU12A8C13C515',\n",
       " 'b578330bd0a4fffebb07f7608e3ff7b7287bb001': 'SOZXTUT12A6D4F6D03',\n",
       " 'a599ed358455c3077c20f1c20893812e3f580c71': 'SOZYYCO12A6D4F82BD',\n",
       " '00c36d56f5d7842c52428bc87875c830fb7aab38': 'SOZYUXF12A6701F7B9',\n",
       " 'ab8fcf84d35479e7a2c88416040e67a78217fbda': 'SOXQROF12AB0186B1D',\n",
       " 'd94a6615d57355b793a31208946b54281895bb1a': 'SOZXHRP12A6D4F9A2C',\n",
       " 'f1476f432d804f841d5534fccd6778c39bd159f6': 'SOZXHYA12A8C145274',\n",
       " 'b3dd0cfd6801e5af3a1a42acd9055f97c0112ad8': 'SOZYOQD12A67021B8C',\n",
       " 'a830ea8d316945937830f9ecad5bf62a0ebead16': 'SOZQLLE12A6D4F7170',\n",
       " 'ab5f5475643a7b9c0ade13686b0e3b57d641b72e': 'SOZNUNA12A6701FCC7',\n",
       " '3fd7ef98e654c5a296a9f98168304fd4d849cfe6': 'SOZYDZR12A8C13F4F0',\n",
       " '9f3f7f43b12f7f04864a7dbace347826b4e8df44': 'SOZIWJP12A8C1442A9',\n",
       " '99d1e4bbb9d8984a67024fb056a11d9e8a70a87f': 'SOZZTUO12AB01830AB',\n",
       " '41dfe58e2f1d9a8f87661a912857fdccbe3122e8': 'SOZVCRW12A67ADA0B7',\n",
       " '1176db9744a5a15ddc71a2f22274c0cf4dd296b3': 'SOZYBGN12A8C13A93C',\n",
       " '81d8344aa636c4eea183b17a7cbb0efae2c5bd21': 'SOZTCOW12A8C134269',\n",
       " 'ae552344f08d59c11b0a0b217f66b17ba9b37ba9': 'SOZYTRI12A58A7CADA',\n",
       " '189aaaae00b6229d5f0d25129d6fac83469545b3': 'SOZOSTH12A6D4FB48E',\n",
       " 'f73f5c9bb2c62602c826df2cc33324e4742c74ec': 'SOZXNVK12A8C13CF0E',\n",
       " '3ecfdbf3cfedc9e5a537789e31f396e9739b9401': 'SOZXAKL12A58A7D570',\n",
       " '98400f57e4317e0b55da2d133c9e37d92d8cf65c': 'SOZZRHE12A6702165F',\n",
       " '543a3558359b7b9cee26a21aa2d808b5193d1500': 'SOZSPAZ12A6D4F8483',\n",
       " '821475e83c0f0cadfe0a30c3eb8034ff5c45f3af': 'SOZZLTY12A67AE0AD0',\n",
       " '5415abfb6bfa9efe1eb3eac3595f3aba36a7ceaa': 'SOZZYAO12A6701FF36',\n",
       " 'bee4ec365d273540b98f134222e1797c45d6d8cb': 'SOZGQLE12AB018672C',\n",
       " 'f835df6930b4db3bf7e6518793f20500f495a6aa': 'SOZVVRE12A8C143150',\n",
       " 'c9ccbdf63666eb4b570bb9103f371346e2c3b378': 'SOZXTAI12A8C134DE1',\n",
       " '9c08fe7f4c25744d8ce92adadb6568428ecdad9c': 'SOZNBQP12A6310D8AA',\n",
       " 'de19d8cea135de5710fc54be128b8a4698ecec33': 'SOZYSDT12A8C13BFD7',\n",
       " '5298d7bd6659a6779b90a04ef683afff2ddd40fe': 'SOZYDZR12A8C13F4F0',\n",
       " 'f8a96aec1ac65e63821aee11d12b8b1a18600e2b': 'SOZVIBF12A8C138DE7',\n",
       " 'a3004ed9e8d2e848d1b69138d781c72881b124ba': 'SOZVOUI12A58A7D8FA',\n",
       " '1c4a39e9c8fa2f8ad32fb7f2a6a3ac8262037cdd': 'SOZVCRW12A67ADA0B7',\n",
       " '86adaedc05f72d74c8f927786e159c95177e0950': 'SOZVVRE12A8C143150',\n",
       " 'b4d9f615056519f5ca57f64fb3b96ef7df98a32b': 'SOZWHHK12A6310D9FF',\n",
       " '039280e02d8af92f4266615097cccf5a8e28d7cf': 'SOZXSYQ12AB0184F5F',\n",
       " 'ae30cdb5967e1f645a03d329ae90d805ef3e9268': 'SOZZKPG12A6D4FC205',\n",
       " '8cb51abc6bf8ea29341cb070fe1e1af5e4c3ffcc': 'SOZYUDT12AB0181BC2',\n",
       " '6ac69c146f57073caed09e46be363e2fd7d6e875': 'SOZWBVE12AAF3B515C',\n",
       " '5a6f9b7b9aa8361af66a6de36f9de2d5098dc408': 'SOZQCFF12A67ADC152',\n",
       " 'bb6cc30ff237780828baf622eee77857e2d0ac0b': 'SOZVUCT12A8C1424BE',\n",
       " 'ba03cea9a1e71ed75adf56bccd75ac14a72cac1a': 'SOZYSDT12A8C13BFD7',\n",
       " '4ca4300135196d49c08d06eef4776167b6c1d280': 'SOZYVQP12AB017D731',\n",
       " '174a97b4642e66ca8805416d13862151828130b9': 'SOZSMVS12AAF3B4FAA',\n",
       " 'c1c592cc5bdf9164bea69b16dc2adb22c53bcb47': 'SOZVVRE12A8C143150',\n",
       " '0089467d6dfe5e1c2d750c30a0490dc31f7ead81': 'SOZVUUB12A8C13B5EF',\n",
       " '2ba005dacff7cbe1651459b8529b200b92104733': 'SOZTKDW12A6310F110',\n",
       " '3c95313e911c353fff0b5251e9b8d1a500529ab9': 'SOZZRHE12A6702165F',\n",
       " '96d9f022ede95299f7aae230df7fc374185f4d7a': 'SOZXKIA12A6D4F861C',\n",
       " '2fa58dbe45db621eadad025c7bf3e30957eee321': 'SOZXQHF12A58A79168',\n",
       " 'f6bbba5a07b42836d86666e70d39c7e6611476d7': 'SOZZYAO12A6701FF36',\n",
       " '8fc187765f25645e802bd5137f641c8de7df17b8': 'SOZXLPJ12A6701F7AB',\n",
       " 'd1501110a9c525a04f25628662ebf8bebe7dff25': 'SOZVVRE12A8C143150',\n",
       " 'bbedb03e6ba9a49a44d4ab5fb56b6b74b26e4c98': 'SOZIHWC12A8C1375DC',\n",
       " '917a76cbfe828c9e98d378ec77f024f69f260542': 'SOZQLYI12AB017E000',\n",
       " '6f054d77f955d12cf93c52e66e11636c07bd89ca': 'SOZXKIA12A6D4F861C',\n",
       " '3f00b4ce528f08bbfe470196ed7d52ce174b30b5': 'SOZGAOD12A8C13BAF2',\n",
       " '169ab542fb0a331c737d2e69e2c4732885025319': 'SOZBIDW12AB017F63F',\n",
       " '729ca9e841f3814017bbcef83d8cd48afa8bbffb': 'SOZYLFM12A8C13C2FE',\n",
       " 'ae30f0628af54f394bc94e29c934913d1ef7cff6': 'SOZRWNG12A58A7AB71',\n",
       " '0a37eaef7d4a2149b8807aab16e34d5c56bc565d': 'SOZYSDT12A8C13BFD7',\n",
       " 'b2786c2715f26c86e5c917cee0e787fe8781aa0c': 'SOZVVRE12A8C143150',\n",
       " 'e8f6a8d06b0096737dec1a9f44c3d48cd9e5e4b8': 'SOZZHQT12AB018B714',\n",
       " '39797b8781fee9c03a218afddda0a4759dabc937': 'SOZSFWF12A6D4F93D5',\n",
       " '3a427636202363fdc7de370fd82d632341c482c5': 'SOZWIEZ12A8C13633A',\n",
       " '437a4e66d62b8ef75f7815284d43f7b60c7ce57b': 'SOZWCBD12AB01848DD',\n",
       " '41d58e37a6cad9c89daec068eeb70fdc94e0800b': 'SOZVUCT12A8C1424BE',\n",
       " '56086ade0313bb3ebd3c854a2997fff9f123d162': 'SOZXLPJ12A6701F7AB',\n",
       " 'a1df0d8fcb5a79b22fafebc09950af6c44b5dd2b': 'SOZZIOH12A67ADE300',\n",
       " '8f6fe7b8dfed2df359873ff6338b3986e7b2a260': 'SOZYUXF12A6701F7B9',\n",
       " 'efad849b1691f828ccfa1742ed90a550722a52eb': 'SOZZTCU12AB0182C58',\n",
       " 'fb9e72bfaf9689ad72d1f2e9bb21eda643249783': 'SOZMPLQ12A81C20B00',\n",
       " '1adc4fda2852f1fff9685d843e34ce3c1c58bc94': 'SOZVAFG12A58A7D1DD',\n",
       " '2d1d1596c8d162b33ce8bdb575dae8073afa1086': 'SOZXHYA12A8C145274',\n",
       " 'e4c9269536219f610c32df1979cb8a9c339c235f': 'SOZXTAI12A8C134DE1',\n",
       " '0651cfa0473e8999ba9a16a90895956bdd23ed08': 'SOZVMYF12A8C132646',\n",
       " '91f83434047d9f9b80f25a5808e76dd7a70976c0': 'SOZOYVU12AB01800A1',\n",
       " '3e5f315f234e7da581f288aec732918c0c170c84': 'SOZNYLL12A8AE471D1',\n",
       " '52fc5d83f5b0980c28e5f79292ee29c1398a982f': 'SOZXTAI12A8C134DE1',\n",
       " '77f4b28762980a0966fe9b0022d9da171881ab1d': 'SOZZHQT12AB018B714',\n",
       " '2fe270065a49177d328be1e82815203e7548678b': 'SOZVVRE12A8C143150',\n",
       " '172ab6730253c660c98d4d89518fc8d49d5b5e7d': 'SOZYUGZ12A8AE472AC',\n",
       " 'aad701a6914d02f79a4178346dce08c686995014': 'SOZZCXT12A6D4FA441',\n",
       " '4387fa9eb7d40ff3abe01c481dbd8184b09692b0': 'SOZITSW12A6D4FB173',\n",
       " '628918ef05db7947b00041721112feb470b73841': 'SOZZFTH12A6701E983',\n",
       " '0dfa8e2cb613754e7252aa874ca1cf0dbbc8b9cd': 'SOZZVWB12AB0189C30',\n",
       " '5a828f20d611efe2d818ca48edf3b792f4e69e66': 'SOZYSDT12A8C13BFD7',\n",
       " '02299cfa34578729c55ca61eae0d2dd6be0f9c35': 'SOYGHOJ12A6701FFBA',\n",
       " 'c8b116c1a5cd1e999cf7fa81834f9e3ca643ee09': 'SOZVVRE12A8C143150',\n",
       " 'a58e782566654163015fbeb4f079be0df18d680f': 'SOZZISR12A6D4F9391',\n",
       " '801825d3f9616236a1d34d830dbe9991490edd52': 'SOZEYUU12AB01861F1',\n",
       " 'e38fb3b8428d9ea98d44b484c04115891a479162': 'SOZOIUU12A67ADFA39',\n",
       " '0cdf16013709bd692576935f243fa1c3111122db': 'SOZZWNY12A6D4F9C49',\n",
       " 'cf16b0eb13f7972236a07dfe0fbdab944e797243': 'SOZYCBS12A8C13FE2C',\n",
       " 'a79c7a6817d699ddd592f5494147dbec6453e323': 'SOZWNXK12AF729D82B',\n",
       " '1919a984274d9d53ec9cdd6d0e079b3d4c67939e': 'SOZZDGI12A67020F28',\n",
       " 'b58ad35665d625169bfe75ba3f97dffed518edac': 'SOZXSYQ12AB0184F5F',\n",
       " '07b3519de5dc86976f359e460a239ef3ca075913': 'SOZZHQT12AB018B714',\n",
       " 'dc8c03596414b8efd2d5cb0210a599e376bed7eb': 'SOZZISR12A6D4F9391',\n",
       " '5e500a99538b10e2668ac2b17657effcc502858e': 'SOZZCXT12A6D4FA441',\n",
       " '8b2f76211d04fa0f91b9f0c8134064b2968882c2': 'SOZIWUZ12AB017FE4B',\n",
       " '0d736a819239d6c628833618ca9c21b1282df3dc': 'SOZNHLC12A8C1392E0',\n",
       " 'befee037883a2b44f4160d1c2721431b986d1c71': 'SOZWMNZ12A6D4FCD0D',\n",
       " '83091a7e80d342d26edca3c56215c60520c99b02': 'SOZZIOH12A67ADE300',\n",
       " '10a3c10171bf6be8747a8b7e1aa93a7631ed1b8b': 'SOZXKCB12AB017F878',\n",
       " '6a46aee45cc177cf8e2025e59d21c7939902deee': 'SOXPFLM12A8AE48C50',\n",
       " 'e42a8d5301f069b5e0a5e2e2f2e14536ccabf6ef': 'SOZFXMR12A8C13F137',\n",
       " 'd181619df949d55af982d040bff85d49998d3373': 'SOZXTUT12A6D4F6D03',\n",
       " '8c8478dbb04dd12e77e215ee8a65c5c9163afec2': 'SOZXBIS12A8AE44A2E',\n",
       " '529441e39e50a70a9954def1663205a72e6648e6': 'SOZYDZR12A8C13F4F0',\n",
       " 'ceb2cb3d77d5ff423d93b5b52c74df5b133cee95': 'SOZVQZU12A8C136704',\n",
       " '1afd6cfaeeaa7f3f07460c2f1ee52cf47109d070': 'SOZYSDT12A8C13BFD7',\n",
       " '9af3946e9bd6dc4a4b22152ef251198842e15632': 'SOZYPGZ12A8AE47B54',\n",
       " '6a8fb4968a5f3b0a5b3708258e2582f66001b15a': 'SOZYDZR12A8C13F4F0',\n",
       " '1318cb88eb44340b3a03b77919a1e29ece4871d1': 'SOZTQCG12A8C142215',\n",
       " 'c80727e67372c43bd27f0b9c133f56072186746a': 'SOZMXSK12A6D4F621A',\n",
       " '2e54368b3a74350bcd1fb04bf8a650c7ea66bacd': 'SOZYSDT12A8C13BFD7',\n",
       " '0f2317578b72498b53b47ac8fab1cce21afe15bc': 'SOZYUXF12A6701F7B9',\n",
       " '0f9034bc4aa904708558990e15a62ab4d47dbd14': 'SOZQSVB12A8C13C271',\n",
       " '4a538227d0e320cddd0ae1bfb1dd0df5d1a2ccf1': 'SOZVVRE12A8C143150',\n",
       " 'e39cb761c29e432e0fdda332cb6ad1eb23c478db': 'SOZXRZI12AB018151E',\n",
       " '7875303e731b91b046ec6fbcd640e0b7d8499753': 'SOZZLTY12A67AE0AD0',\n",
       " '259eead4b15c972fd60ed920eb3700c4b8a577c8': 'SOXFPND12AB017C9D1',\n",
       " '3c67307a1f84d76cca2774f58848b16566cc1f3b': 'SOZZRHE12A6702165F',\n",
       " 'd55830fcb9cb0f31d1001b8a7c4c255134ceae4f': 'SOZHWZD12AB0183FB2',\n",
       " '84cdfb3f87793a0eb601a7e6483534a92057e877': 'SOZMLSU12A58A7AD51',\n",
       " '79fb65313a01d0298dcc9da3a47d90d759a4bf43': 'SOZYSDT12A8C13BFD7',\n",
       " '3ee01c6f819520df2b8c85bb5daf56cf2f6f402c': 'SOZVILY12AB01855ED',\n",
       " '1bc3e69923900d8e762b2e37845ee68e1162b3be': 'SOZHAIG12AB017E277',\n",
       " 'dc8ea5e9be94eedbe480fd9e0d75ad5e44329e59': 'SOZZFFL12AB0188617',\n",
       " '495fcf730f11b95eb38d3d998adf576bbf8fdde4': 'SOZYIQR12A58A7DB25',\n",
       " 'c4130cc953b653dd13d1280ee458080d1631ecdf': 'SOZULZN12A8C13C1F6',\n",
       " 'ddf7fe59709fb2341fa93c34910ae2b17a9a5930': 'SOZZVWB12AB0189C30',\n",
       " '4cc8aeba1a449b566e6680deaffb076a72a3698e': 'SOZSKYN12A8C13A883',\n",
       " 'b532f0c9602996d5d8af770e845558cf5b60207f': 'SOZRUPC12A8C142037',\n",
       " '27610bd302a689e1625b687a956f65c5bad49e45': 'SOZYIQR12A58A7DB25',\n",
       " 'db4b4de143c720aa15d07deca277e934b8bc01ae': 'SOZTCEG12A58A7DC26',\n",
       " 'a001347db4ff04769ad83d17b1c95f1bc1b6a44e': 'SOZBKFF12A679D7E21',\n",
       " 'ee0a82caa004000e80a192be7c455a53b8256f20': 'SOZYIQR12A58A7DB25',\n",
       " 'e25bfa4753a0b793db6b013e82faf9961070921b': 'SOZQVQL12AB01860A8',\n",
       " '7d759b669f9c0f8b1fa4d15871373419d34baec0': 'SOZZIOH12A67ADE300',\n",
       " '95addeca3076b4d5ecd97230c22e913aab247d3b': 'SOZZYAO12A6701FF36',\n",
       " 'c40e77acbc0068a3f1c12384cca2f5f84cd56b41': 'SOZXTAI12A8C134DE1',\n",
       " '46a5b5389e3dad41bcfdb0e56a1668d4a4f0dca2': 'SOZYSDT12A8C13BFD7',\n",
       " 'f48ce117ba1f1ee801c79018920eb36efb3fec31': 'SOZJPCO12A8C135900',\n",
       " '2b7a4fa35299a7807f4b1bf7001bed7e7e682c6b': 'SOZHOWO12AB01810FF',\n",
       " '3b22640e7896c0364cc3ee7cd106f8301ef3312f': 'SOZXNVK12A8C13CF0E',\n",
       " 'bb135f30a8d359ae22ea4d42d4d3326266ec7048': 'SOZXKIA12A6D4F861C',\n",
       " '26d74cbc4f61ec6078ebcb70d029304cc7b8bc98': 'SOZKNSB12A8C140F11',\n",
       " '8e399a3abffa6dfa348480690406f88280c7e13b': 'SOZXHYA12A8C145274',\n",
       " '9ae0336dd268f6c375118ee85e97c6e3bbe0c30f': 'SOZZWNY12A6D4F9C49',\n",
       " 'cb40dd0fbec81e967a3631e161fcd04933ea968e': 'SOZZHWR12A670208D4',\n",
       " 'dfa7bd6e2a181a0ca6018de7a86e273590d9110e': 'SOZYDZR12A8C13F4F0',\n",
       " '5981e8931d7147b853b6ec2ed007e6f2f076ba59': 'SOZTUVG12A582A2226',\n",
       " 'b01a57887f49e2b6392288a50d9d7fc89a955f9b': 'SOZMXSK12A6D4F621A',\n",
       " '21ebeaab7e66b4d52c9acc06879fe9df1df62b01': 'SOZXTUT12A6D4F6D03',\n",
       " '80cbbc42eb643cdf2de05a0c80d4c387a05b67f2': 'SOYQFBF12AC46881C0',\n",
       " '9e5b6274a04d389d9d50abcff573333677bc1b36': 'SOZXQHF12A58A79168',\n",
       " 'a74b7eb13928b8f7033c1fa28abf39c0c3a90c84': 'SOZZHQT12AB018B714',\n",
       " 'a9fb5ba810d70388efc4041693c68c4c2a1ff88b': 'SOZVUCT12A8C1424BE',\n",
       " '69d3db535a568e48715ba446f08312df18af1d36': 'SOZYLES12B0B808254',\n",
       " '7bdfc45af7e15511d150e2acb798cd5e4788abf5': 'SOZYSDT12A8C13BFD7',\n",
       " '37b15f2c47bcf8cd3c3891a215154bf0d08df2a4': 'SOZURRL12A8AE46E0D',\n",
       " '3be7502276cbb171d4838899d33e686fc28a281d': 'SOZZDGI12A67020F28',\n",
       " 'e0711c66faeaf2843fe13ed8dff9dc3cd5129556': 'SOZZRHE12A6702165F',\n",
       " '2bdf727016e374aef898f3a981d3e08bc6c96ef3': 'SOZZTNF12A8C139916',\n",
       " '9b6d0c10a150a02c2d5d6604b055be6d602e0581': 'SOZZIOH12A67ADE300',\n",
       " 'f2ca42ffa3c3760dbab1cdbfa372a947802840ca': 'SOZYBLW12A67ADE66A',\n",
       " '1ef77502f92046ffe48f9c1481e4814dbc240f9d': 'SOZYYEK12AB0184F53',\n",
       " '0aaf24d7c653ebab4ab26057d83ff627f94507db': 'SOZWAUH12A6D4FA8C6',\n",
       " 'e213cc1160072366f6e08cb820192dae46cf21e1': 'SOZYNNT12A81C22E0F',\n",
       " 'b8b08908b0328c2c8d87fab9ddf7cc613f64369a': 'SOZPGJI12AB018A433',\n",
       " '1e02e493252dfbb9f3693266503629cda14aec3e': 'SOZSZTY12A8C13B693',\n",
       " '5394e6749c02d9ebf5a91eb026823eb6aa775def': 'SOZVTFB12AF729FEAA',\n",
       " 'f199d433c69dd762c42b042f0d7092410573e0c1': 'SOZSWRJ12A6D4FC3AB',\n",
       " 'ebf3d813e69343a4b9eab83e5fbf20805e4754e8': 'SOZXSYQ12AB0184F5F',\n",
       " '00790e947706db2dbeace2919487b6f3b9db08a1': 'SOZYSJA12AB0182E9E',\n",
       " '70430acfac8acf81dcc580c12b7e5a017e0803b3': 'SOZVIKS12A8C140707',\n",
       " 'c0d783377900ced70c15356586a4431bcca75ffc': 'SOZYTRI12A58A7CADA',\n",
       " 'b0630f743644cd13207dbf586f03a69774d8e388': 'SOZYSDT12A8C13BFD7',\n",
       " '4cbf5b3cc512c7ed964034b860ee3cfc4b8dc093': 'SOZXKEA12AB0186FC1',\n",
       " ...}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uid_to_song"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'SOAFOBL12AF72A25BA': 'bd94799ca4b7e5fadbeecf51637d522a17a0659d',\n",
       " 'SOAFTRR12AF72A8D4D': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOAIILB12A58A776F7': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOAIIYK12A6D4F6666': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SOAJJDS12A8C13A3FB': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOAKDHD12A6310F1AE': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOAMDXO12A8C131E2F': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOAMPRJ12A8AE45F38': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOAOBEK12AF72A9021': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOAOFBI12A8C143E28': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOAPIHX12AB0184CB1': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOAQTNT12A6701F957': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOARBUV12A6310F1B2': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOATNYF12AF72A8D48': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOAUBGU12A6701C57A': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOAUIZJ12A6D4FC011': 'df01325b7cbda8ebdafd88e7abbb4bc91160716c',\n",
       " 'SOAUXEN12A81C23960': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOAWSML12A6310F1B7': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SOAXKNC12AF72A4BF8': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOBDMNP12AF72AB1E1': 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee',\n",
       " 'SOBDQMB12AB0189045': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOBGPHU12A8C1424E3': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOBJBIZ12A8C132861': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOBJIZY12A6701F11A': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOBMSCQ12AAF3B51B7': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOBNPLZ12A81C2394C': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOBOJJB12A58A7D1AD': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOBTNNG12AF72A73E8': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOBVKFF12A8C137A79': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOBWWDF12AF72A4828': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOBZCTQ12AB0183220': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOBZETO12AB018C7FE': '27d4653e46d544cd86ff15e1314cd2481e15a796',\n",
       " 'SOCAFDI12A8C13D10E': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCAQPK12AB018AA3F': '1d73417e1ac26e282fcdc1eda31cdab26d992a15',\n",
       " 'SOCBNIS12AF72AB9D3': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOCEWVG12A8C13DCC2': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOCFPSZ12A6D4FCA89': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOCHPFL12AF72A3F64': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOCJCVE12A8C13CDDB': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCJHXN12AB0188C8B': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOCJTTL12A8C14009F': '4ee94714b85eafe68df37801ed9ed992708a4db4',\n",
       " 'SOCKYCG12A58A78E37': 'b160c021a6838d8379699a1463a96fe3ecef799d',\n",
       " 'SOCLQES12A58A7BB1D': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOCNCFO12A8C13971C': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOCOVEJ12A6D4FC90E': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCPVMY12AF72AA178': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCQOKM12AB018C7F8': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCQQSU12AB0185BF4': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOCSHHV12A8AE45F45': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOCSZDA12A6D4F6663': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOCVTLJ12A6310F0FD': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOCXGVX12A67AD85A1': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SODACQU12A67AE0C88': 'af916ae26b1502289fa63fade04f92c3fba46ab3',\n",
       " 'SODBCUG12A67AE0927': 'b66f112c57e7f303cc1d5d0da32f34b3875fc343',\n",
       " 'SODBMSF12A8C135DFD': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SODEAJC12A58A7769F': '614c1e0132add1da038d9afe4ebd7e42fdade351',\n",
       " 'SODEYDM12A58A77072': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SODIMDE12A6D4F6D41': '6c6289326f70321f2b3e072daa44819efc55639a',\n",
       " 'SODLVZS12A8C131B2D': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SODOWQF12A81C2371B': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SODPSYG12A8C145EBF': '57f067cde787a060d74663ab72fc443bde2392e5',\n",
       " 'SODQKXS12A8C135DF7': 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc',\n",
       " 'SODRLEQ12A6701F953': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SODSESK12A81C2178C': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SODTJFU12B0B80C9BE': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SODWVWI12A81C21791': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SODXNRQ12A8151B860': '65eaa67aaccbc283b15910d9f5876ee49e7ea86b',\n",
       " 'SODZLWJ12AF729FB85': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEAVMU12AB017E234': 'b1937eb858cee1f1f26cdc1e4e3e176fde8a2568',\n",
       " 'SOEBCBI12AF72A154F': '623052344e907021a67f389a05cc6f097bb11fc0',\n",
       " 'SOECUDG12A8C13337F': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOEDBAO12A8AE476FE': '1db9458849024e54f89a807790230aa5701f112d',\n",
       " 'SOEDGBE12A670211D3': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOEGAZP12A8BED7496': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEHMKZ12A58A7DF45': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOEHZQB12A6702016D': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOELGCG12AB0188C92': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOEPHAK12A8C1383D5': '661070d2e184c0eaa61b81cdd995049907097763',\n",
       " 'SOEPZQS12A8C1436C7': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOEQKNF12A8C13C0B9': 'b66f112c57e7f303cc1d5d0da32f34b3875fc343',\n",
       " 'SOESGCP12A58A7AF7B': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOESJHB12A8C13F5A5': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOETHKN12AF72A65A6': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOETSTN12A81C219A9': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEUTXF12A6D4FC6F8': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEWATI12A8C13D029': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOEWTBE12A58A7E7C2': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOEWWIU12A8C141309': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEXEMS12AB0186160': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOEYDSK12A6D4FC6CE': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOEYKXB12A8C1346BC': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOFBOXR12A6310F0FC': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOFCQQC12A8C135E0C': '8d46fcd84f4bd327a1793c6e8d10167f98804391',\n",
       " 'SOFFGTH12A67AE0925': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOFGTCQ12AB01812C8': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOFJMYJ12A6D4F8E59': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOFKTPP12A8C1385CA': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOFPZCI12A58A7CF79': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOFSPAT12A8C145F53': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOFTTSD12A81C219CC': '1db9458849024e54f89a807790230aa5701f112d',\n",
       " 'SOFWUWJ12A6D4F991E': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOFYSDB12A8C131AF6': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOGCBQL12A67ADE302': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOGEAVL12A8C13F578': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOGECRB12AB018C9AB': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOGERWW12AB01858A2': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOGFQWV12A8C135DF1': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOGIEOU12A8C134815': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGJPMB12A8C13A9DB': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOGKTON12A6D4FC6E3': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOGLBQA12A6701E7AF': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOGOMCI12AB0188C6C': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOGPMUO12A6D4F6D31': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOGQUQG12A8C143005': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOGUBKQ12A8C135DEC': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOGVWGI12A8C13B9D1': 'faf46da62a5b9b80ff5f24fcaf2914293aa8ca19',\n",
       " 'SOGXGKK12AB0184CD6': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGZHXG12AF72A0EE8': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOGZQHS12A8C137A12': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOHAHTQ12AB017AA32': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOHBJHX12AF72A79F1': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOHBURV12A8C13B628': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOHCLPF12AB017FD26': 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee',\n",
       " 'SOHDSVJ12A6D4F93FF': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOHFLHO12A8C135E05': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOHIDCT12AB018C98E': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOHLOTX12A6701FF2D': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOHOTAA12A8AE45F43': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOHVWPV12A8C135C5B': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOHWBGO12A6D4FA87A': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOHWFUW12A8C13ECCA': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOHXQWR12AF72AB9CD': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOHYWRK12A8C13D117': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOICNON12A8C140437': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOIEBOJ12A8C1379FC': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOIFAGN12A6D4F7B29': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOIJPQV12A6701F959': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOIJTAV12AB01825CA': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOIKTRP12A81C219C9': 'a20503a24491e7afc3824f6516f7cd0bf3df5ce1',\n",
       " 'SOIMCDE12A6D4F8383': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOIMREX12A6D4F99FE': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOIOBLC12AF72A3A7C': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOIPFNK12A8C139007': '27d4653e46d544cd86ff15e1314cd2481e15a796',\n",
       " 'SOIQUSV12A8C13A402': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOIVBNO12A58A75411': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOIVKUR12A6310F0FF': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOIWBJU12A6701CBE7': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOIYHAZ12A6D4F6D30': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOIYMFH12A8C14059B': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOIZRER12A8C137A26': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOJAAYY12A8C13E631': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOJDPNR12A8C13C7AE': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOJEMSC12A6D4F81A6': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOJERWB12A8C13E654': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOJHCOH12A8AE45F4F': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOJHKGH12A58A804C8': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOJHVZZ12A58A75BBE': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOJKAWG12A81C21781': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOJLAES12AAF3B4907': '65eaa67aaccbc283b15910d9f5876ee49e7ea86b',\n",
       " 'SOJTIXE12AB018C99E': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOJTQNM12A6D4FBE17': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SOJUBSU12AF729FEC1': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOJVCYN12A8C138A1F': '4ee94714b85eafe68df37801ed9ed992708a4db4',\n",
       " 'SOJWDVX12A8C144C92': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOJXCUO12AB0180F5C': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOJZOFG12A8C137BAE': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOKEMEF12A6D4F9403': 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee',\n",
       " 'SOKHHVK12A8AE48182': 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc',\n",
       " 'SOKLRPJ12A8C13C3FE': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOKPECC12A8C144E4A': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOKRDBG12A81C2179B': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOKTJMZ12AB018C9A0': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOKTJXL12A8C13C90B': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOKUMNA12A8C131B4B': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOKVSAH12A8C133C6D': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOKVTGU12A6701E7B1': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOKVYTI12A8C13B5DC': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOKYBEO12A81C23957': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOKYRPO12A8C135E20': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOKYVWL12A67AE0922': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOKZVPM12A8C135A81': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOLARJV12AB018306B': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOLAUOW12A8C13A400': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOLGIFI12A8C135DE3': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOLGWFD12B0B807B28': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOLJHUB12A58A78151': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOLJWIQ12A6D4FA875': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOLLDVS12AB0183835': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOLNMFP12A8C13B616': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOLPDGD12A6701F951': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOLQRCE12A6D4F8381': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOLQYOG12B0B80BA71': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOLSCUX12A8C13D10B': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOLVCOL12A8C13B9EB': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOLVHIW12A8C13BA03': '57f067cde787a060d74663ab72fc443bde2392e5',\n",
       " 'SOLVMWL12AAF3B537C': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOLVMXY12A8C131E36': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOLWNAA12A8C13B605': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOLWRQM12AB0184C86': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOMBCVG12A8C13A261': '03cf7ca6433827e316aa32b685d0ee3c90863df5',\n",
       " 'SOMBLEA12AF729ECE2': '221feea9035334066242e652214f50b8e861a276',\n",
       " 'SOMCHHT12A8C13B9F2': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOMFVZQ12A81C219E4': '1db9458849024e54f89a807790230aa5701f112d',\n",
       " 'SOMHMQW12A8C14098B': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOMJFPG12A58A7DD95': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOMLQYU12A6D4F858F': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOMMONH12A6D4F41CD': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOMNABG12AB018C811': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOMPOYU12A8C131B00': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOMQDVC12A6D4FBE03': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOMRTUH12AB0185650': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOMRWUD12A6D4FB4C4': '44346a14826f161ff50f4b98f93c0d3227795ec1',\n",
       " 'SOMRYYN12A6310F0F3': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOMSNCG12A8AE475A7': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOMTTXF12A8C1428A9': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOMUCFP12A6701F28E': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOMUNVU12A6D4FB0E0': '4fcd81bf0cd1e40ae164de3203e61adffa477bbc',\n",
       " 'SOMVMVF12AB018C9A6': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOMVPBQ12A58A7835F': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOMVTRL12A67AE0921': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOMXLAN12AB0184EBB': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOMZVGZ12A8C140EFF': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SONETOU12A58A7D903': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SONEWOI12AAF3B3602': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SONEYTB12AF72A73F0': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SONEYYW12AF72A2AA6': '09b730eb2e546ad220699478fdaf84041bba6124',\n",
       " 'SONGIXY12A58A7BB42': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SONIMNU12B0B8092AB': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SONJNEQ12A6D4F9EB6': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SONMKLO12AB017B593': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SONQSBF12AF72ABB86': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SONREBX12A8C142DBA': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SONSOPT12A6D4F9405': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SONTNHB12A8C1391D6': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SONVRTN12A8C1385C2': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SONZLSS12AAF3B4917': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SONZSVJ12A67AE0924': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOOBPWM12A8C13973E': 'd7d2d888ae04d16e994d6964214a1de81392ee04',\n",
       " 'SOOCICG12A8AE49309': '1b77fe05d59cc3ea76df0386e73b74cc793c484e',\n",
       " 'SOOCVAY12A6D4F8385': 'a64abc5bce20e0411223de1877aa49fa0fe11538',\n",
       " 'SOODXFF12A8C13A21C': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOOHDXT12AB0181797': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOOIMYS12A8C135E18': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOOLUNQ12AB01861C8': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOONKAK12A8C140357': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOOPRQI12A8C135DF9': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOOQZMA12A6D4F9922': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOOSJIV12AF729E09E': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOOVFYS12A81C23135': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOOWPBJ12A8C137FB4': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOOZPLQ12A6701D220': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOPAETP12A8C131E3B': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOPBXPQ12AB01887E2': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOPEGMI12AF72AA77F': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOPJJFS12A8C131AE6': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOPJULC12A6D4F667F': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOPLAHV12A8C13D110': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPMDSY12AF72A0C6F': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPOCCO12A58A7ADED': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOPODKB12AB01820CC': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOPOFBW12AB0187196': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOPPHBW12AB018C800': 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc',\n",
       " 'SOPPPWN12A8C135DCD': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPQGWI12A8C135DDB': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOPQQNK12A8C13BF46': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOPRATO12A8C132851': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOPRHFU12A8C13A256': '64dc7529b7758d3840973310cc66f00f337d4cb1',\n",
       " 'SOPRVKW12A6D4FD57B': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOPTASI12AB0183185': 'bd94799ca4b7e5fadbeecf51637d522a17a0659d',\n",
       " 'SOPTLTT12A58A7938D': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOPUUQJ12AF72A5748': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOPWMAI12AB01831C2': '91baa5427f8e3707a2482e7b2ab395adf6d920bb',\n",
       " 'SOPXKYD12A6D4FA876': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOPYIJT12B0B80BA6D': '2744a71984cdf296fb94de2b9d5aa0f065ffb1ab',\n",
       " 'SOQACEU12A58A78E0D': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQAJHW12AB0186004': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOQAQYN12A58A7B08D': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQEFWR12A8C137A34': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOQHHBY12A8C13336B': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQIHFL12A58A79480': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOQISNQ12A8AE45F4C': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOQJAUN12A6D4FA162': 'bd94799ca4b7e5fadbeecf51637d522a17a0659d',\n",
       " 'SOQJKGN12A8C1425B5': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOQJLWB12A6701E7B3': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOQLDTI12AB018C80A': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQMRTC12A8C13B091': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQNPEO12AB018780D': 'e95f0c4e1b84be7d5c8f71fed00bbaafd4095af2',\n",
       " 'SOQOXDM12A8C137FB0': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOQPCVN12AF729FB85': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOQRHIX12A6701F955': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOQSPDJ12A58A7EC6E': '1b77fe05d59cc3ea76df0386e73b74cc793c484e',\n",
       " 'SOQTCHH12A6D4F5AAD': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOQTPLM12B0B809575': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOQUQOK12A8AE47F95': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOQWSHS12A6701C576': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOQZBYZ12A6701E7B0': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SORAQKI12A8C135DE9': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SORBGJQ127D9764932': '91baa5427f8e3707a2482e7b2ab395adf6d920bb',\n",
       " 'SORBYRY12A8C139616': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SORCODJ12A6D4F5F1C': '4f0513c0928f44b3b46987bc5cee3ff82af5beba',\n",
       " 'SORDUSQ12A6D4F5D47': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOREBOB12A6D4F7986': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SORFFOI12A8C135E10': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SORGOJJ12A6D4F8597': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SORHJAS12AB0187D3F': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SORIFLJ12A81C23948': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SORJOVT12AB018C4B4': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SORKDWS12A6701E6D9': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SORKVID12A6D4FC6D2': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SORKZFB12A6D4FCABC': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SORQVPO12AF72A690C': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SORRCNC12A8C13FDA9': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SORVYXQ12AB018C994': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SORYTPO12AB0183974': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOSCNTQ12B35058813': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOSDUAW12A8C13BA7D': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOSEBVP12A6D4F9CBB': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOSFZBK12A8C137A1E': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOSGRIV12A6D4F5DC4': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOSJCNH12A81C23945': 'a64abc5bce20e0411223de1877aa49fa0fe11538',\n",
       " 'SOSJDQJ12A8C13D4A9': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOSJSCF12A8C13B9D3': 'd874842a9f1b63ab781df60e3cdf7a22600bbb46',\n",
       " 'SOSKKUE12AB0180108': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOSLEFC12A6D4FC740': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOSLQZV12AB018C818': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOSMMEW12A8C134F96': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOSNUDO12AB0181485': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOSOHQJ12A6D4F97A3': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOSQQGF12A6310F0FB': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOSTULZ12AAF3B4683': '65eaa67aaccbc283b15910d9f5876ee49e7ea86b',\n",
       " 'SOSVPIE12A6D4FA873': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOSVQNK12AC468D6BE': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOTARUJ12A8C13B0DA': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOTCMDJ12A6D4F8528': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOTDIMP12AB01821E8': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTDKEJ12AB0187AAA': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOTEPSZ12AB018C99D': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTHRRH12A8C13DCBA': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOTIDKX12A6D4FA7EA': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOTIVDJ12AF72A9442': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTJQZN12AF72AA288': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOTMFRY12A8C13C8A2': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOTORXA12A58A79338': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOTQUEC12AB01877F8': '19e62ca30d7d1ce3e02e67fcec09076d341db1c7',\n",
       " 'SOTRQEJ12AF72A45D7': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOTVQBZ12A8C13B0E7': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOTXSMC12AB0182217': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTYLCV12A8C143772': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOUCKDH12A8C138FF5': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOUEEWG12A8C139E61': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOUKFXO12A8C1383BE': '4ee94714b85eafe68df37801ed9ed992708a4db4',\n",
       " 'SOUKJBT12A6701C4D6': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOUNJIO12AB0181339': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOURYDB12A8C135A6A': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOUSAXA12AF72A73F5': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOUSJNT12A67ADE72B': 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc',\n",
       " 'SOUSMNI12A8C136F4F': 'dd8d9d285d525a557ca5e51bc5c7f7c621926912',\n",
       " 'SOUTGUB12AB017DC5B': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOUZBUD12A8C13FD8E': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOVBJIV12A81C22366': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOVDLZN12AB0185BEA': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOVEFXA12A58A7942A': 'a64abc5bce20e0411223de1877aa49fa0fe11538',\n",
       " 'SOVFNKP12A81C2177F': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOVHPUT12A81C22A56': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOVHVBJ12A58A7AB0A': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOVIFRY12AB017B114': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOVJFSL12A58A7F6A4': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOVLDZB12A81C206F5': '60a90b3801bb9599b85a8448c6d44589fd1f984d',\n",
       " 'SOVLJHG12A81C21AA0': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOVMKIC12AF72A05CC': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOVOKGC12A58A7DF6B': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOVPVKH12A8C133388': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOVQJWS12A58A7814B': '12849ac66699cb47fa35d4debeb080fc99a7831c',\n",
       " 'SOVQTBU12AF72A6675': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOVRQIK12A6701F118': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOVRTPN12AB0184F9E': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOVSCKX12A8C13D3E1': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOVUBST12AB018C9A4': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOVUGCB12A8C131B45': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOVVJEU12A8C133F33': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOWAVQV12A58A7BBEF': '27d4653e46d544cd86ff15e1314cd2481e15a796',\n",
       " 'SOWBXWN12AB01837CF': 'bd94799ca4b7e5fadbeecf51637d522a17a0659d',\n",
       " 'SOWEBRA12A6701F115': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOWEJXA12A6701C574': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOWFIFP12A8C13A9EE': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOWGZIE12A6D4FC6F2': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOWIEKS12A8C136EC3': 'ca055b9072e5a68d89f42099869213404f56a981',\n",
       " 'SOWJYKK12A8C13286A': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOWKLEE12A81C232AC': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOWKUZM12A67AE0D37': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOWMGHQ12A6D4F914D': 'a64abc5bce20e0411223de1877aa49fa0fe11538',\n",
       " 'SOWNVRT12AB0188CA6': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOWSAVT12AB0186103': 'a76c88185d380325ae93c77b19ef5c834714238a',\n",
       " 'SOWSTXX12A6D4FA5B4': 'faf46da62a5b9b80ff5f24fcaf2914293aa8ca19',\n",
       " 'SOWTXCC12A8151B85A': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOWUVGC12A8C1412E1': '4a1af7eb442b43b622bd8f2d3c4fab76f74cf087',\n",
       " 'SOXBQAU12A8C13E9A5': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOXCUHM12B0B8092BB': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOXDHVL12A6D4FBBE7': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOXFANL12A6310F1B5': 'e6d120a0b32cbb94760ca418b8f220dedcea9d41',\n",
       " 'SOXFTPU12A81C2150E': 'a909cb8451aeb03e46c224505380fdf8aa914872',\n",
       " 'SOXFTSF12A6D4F7278': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOXIIIM12A6D4F66C8': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOXILLO12A6310F1B6': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOXLKBQ12A8C131B17': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOXLSBV12AB018397A': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOXYPGW12AB018C806': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOXZCIH12A8C1425F0': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOXZMNC12A8C135DD5': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOYEVUY12A8C145F58': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOYEWFR12AB0189AB6': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOYHTAT12A81C23955': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOYIRPZ12A6D4FCAB0': '4b9ffa04c31cfbd3d7da94fd1ce0d733bfa6d341',\n",
       " 'SOYIWVC12A8AE47F31': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOYJJRX12A8C137A0F': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOYLDJC12A6701E2FF': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOYLLGK12A81C217A1': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOYNOQQ12A8C136127': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOYOGWU12A8AE481A6': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOYPJMP12AF72A901D': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOYRHNG12A8C14002E': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOYVSHP12A6702016E': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOYYYFE12A81C2395E': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOZBZFF12A6310F12D': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOZHUUI12A6701D7B6': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOZJHUF12A8C13E642': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOZJWDN12A8151B851': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOZMNAX12A58A77F88': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOZNZGG12AB018305A': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOZOEYP12AB0188C9D': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOZORGY12A8C140382': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOZPQES12A6D4F8E57': 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee',\n",
       " 'SOZQWVW12A6310F203': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOZUNWX12A81C221F3': '623052344e907021a67f389a05cc6f097bb11fc0',\n",
       " 'SOZUPDR12A8C137FB6': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOZWBVE12AAF3B515C': 'ec5d372193db4ad30811483b96710fe49eaf0186',\n",
       " 'SOZXEZV12A6D4F737F': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOZYBGN12A8C13A93C': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOZYDZR12A8C13F4F0': '36f5d361fcdd4178ee8b722205500b643df5ba95',\n",
       " 'SOZYOMV12AB01861BC': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOZYPRF12A6310F1B4': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOZZIOH12A67ADE300': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOZZYAO12A6701FF36': '59c33eeab4c4537098806a4d18ffd952ead08b98',\n",
       " 'SOABRAB12A6D4F7AAF': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOADGAI12A6D4F64A3': 'd6cec0f8d366dd782419c9916d7f7a9b6fac97d9',\n",
       " 'SOAFKAJ12AB0181B91': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOANQFY12AB0183239': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOASTPI12A58A7E0F8': 'a8657c8b3d76a67b2894fc6d89228dc917314bd8',\n",
       " 'SOAVWHY12AB017C6C0': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOBIMTY12A6D4F931F': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOBLZJI12A6D4F7819': '36f5d361fcdd4178ee8b722205500b643df5ba95',\n",
       " 'SOBMKJU12A6D4F7128': '346d3e9bea99f0fbee1bda83dd57a2a0461fb668',\n",
       " 'SOBULPJ12A6D4FB97C': 'e740128a5500e4935a4ded8c736599f1e14b8406',\n",
       " 'SOBUOEK12A6D4F9908': '5afb397ab36cdc891a7e4117d4089331e84933ed',\n",
       " 'SOBYYIA12A67AD954A': '352121b7fa5e94b2b5458a1f35587210007c5bc1',\n",
       " 'SOBZFSZ12A8C13F2CA': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOCBWRP12A8C1311DB': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOCFIUI12A81C23E48': '4d9e7fe3b75df91c8697d8819705e340f351eec4',\n",
       " 'SOCQBKT12A8C132531': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOCSXDQ12A6D4FA884': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SODCVVC12A6D4F6349': 'f629b337d01f254e0d685ccc66ec2fd5ddba78d9',\n",
       " 'SODFOLL12A8C13E5B2': '47eade3eb904f81e3d331bbf5e604d96f3462f6a',\n",
       " 'SODPRGI12AB017D91C': '13b74bda25c9ff586b1270ccc35a42cd000440e6',\n",
       " 'SODVSFY12AB017F8ED': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOEHDTU12AF72A8BD5': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOELEYI12AB0184A3D': 'a20503a24491e7afc3824f6516f7cd0bf3df5ce1',\n",
       " 'SOEMIJG12A8C140BE1': '1d73417e1ac26e282fcdc1eda31cdab26d992a15',\n",
       " 'SOEMTTQ12A6D4F990C': '47eade3eb904f81e3d331bbf5e604d96f3462f6a',\n",
       " 'SOEOCXB12A58A78436': '1d73417e1ac26e282fcdc1eda31cdab26d992a15',\n",
       " 'SOEQXSS12AF729EE8D': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOERGNH12A8C131F99': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOEXOBH12A8AE45D9F': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOFAXWZ12A6D4F7944': '59470f15e0264766c85c02779cc2528db4e54c0e',\n",
       " 'SOFFHFQ12A58A776A4': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOFKHCP12A8AE460AF': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOFPAMU12A6310D907': '623052344e907021a67f389a05cc6f097bb11fc0',\n",
       " 'SOFWIIA12A8C1448C9': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOFXJCS12A58A7DF02': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGBKFC12AB01843FC': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOGDQWF12A67AD954F': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGGKKC12A6D4F7F80': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOGHJWA12A6D4FC6D7': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOGJJON12A67AD9554': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGKWSJ12A6D4F634D': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOGMLQO12A670207BF': '221feea9035334066242e652214f50b8e861a276',\n",
       " 'SOGTSVJ12A6D4F9905': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOGVKXX12A67ADA0B8': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOGXWGC12AF72A8F9A': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOHDYIC12A6D4F98F9': 'bb82ebc4b204090b478922180fe7334080fbb863',\n",
       " 'SOHQVWU12AAF3B3186': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOHRSYD12A58A782E9': 'a3f5db66731126b173610095b831a216a0e27da4',\n",
       " 'SOHYUEB12AAF3B2909': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOHZPYD12AF72A12E2': '5afb397ab36cdc891a7e4117d4089331e84933ed',\n",
       " 'SOIBMJD12AB017E8EE': '59470f15e0264766c85c02779cc2528db4e54c0e',\n",
       " 'SOIIQPJ12B0B807AF4': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOINFWV12A6D4F8E45': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOIQZLA12B0B80BF8B': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOIRUMG12A6D4F5242': 'a909cb8451aeb03e46c224505380fdf8aa914872',\n",
       " 'SOIUHFO12A67AD954B': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOIWUYI12A58A7CAF2': '13b74bda25c9ff586b1270ccc35a42cd000440e6',\n",
       " 'SOIXKRK12A8C140BD1': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOJEHJV12A6D223C0C': 'e6e0f68e948d7bcbf2ed9c4506a40a139a5e7bc7',\n",
       " 'SOJHUQN12A6D4F8EDE': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOJLJQK12A6D4FC6E9': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOJLKYA12A58A7AB67': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOJRDRA12A58A7CB8F': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOJZDMW12A8151E092': 'ec5d372193db4ad30811483b96710fe49eaf0186',\n",
       " 'SOKATYE12AB0188696': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOKBOTR12A67ADE318': '4b75b3866102c61ec4798d5a80a047e925179a7d',\n",
       " 'SOKCVIN12A6D4F5709': 'e49a8d2f2d70abbed7f3a47cc5e598fe0810001f',\n",
       " 'SOKEYJQ12A6D4F6132': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOKGFMX12A6D4F634F': 'd1f2af5a6eba3c22251b4d11ad9a7ab155cf495b',\n",
       " 'SOKKFUS12A6701DAFA': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOKMIII12A6701D9E1': 'a64abc5bce20e0411223de1877aa49fa0fe11538',\n",
       " 'SOKPCTW12A6D4F794C': '60a90b3801bb9599b85a8448c6d44589fd1f984d',\n",
       " 'SOKPKQH12A6701DDE4': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOKSMDC12AAF3B1DAF': 'c6cd3383e755ca177d1ae580c2be99d9fc697e9e',\n",
       " 'SOKUECJ12A6D4F6129': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOLCSYN12AF72A049D': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOLDXXS12A67021D5A': '2744a71984cdf296fb94de2b9d5aa0f065ffb1ab',\n",
       " 'SOLIBWQ12A6D4F8625': '0392024935520a5cc9d7fe0289e027354eb51a86',\n",
       " 'SOLQKDT12AB017CA5B': '0252af4ecf2fe37944c110ba90dfe3000139ecfa',\n",
       " 'SOLQUGX12AF729CF3A': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOLQVIC12AF729E1FD': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOMJPGK12A6D4F9909': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOMKHKP12A6D4F8BA7': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOMPLFG12A67AD8197': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOMPPEW12A670207A2': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOMVCAT12A6D4F7E9D': 'cce9b313d21e9850d462d120c0b1adb24756ccfa',\n",
       " 'SOMWCVL12AF729E81A': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SONEQDB12A67AD819F': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SONFDVY12A8C138342': '38ae280090905f0778dd40727f89de3380fb2625',\n",
       " 'SONSQGU12AF72A2EDA': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SONTWIG12A6D4F95B6': '934c1f27742d95e72dc6d5e907caeec02cfdd935',\n",
       " 'SONXXJJ12AAF3B3A9B': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOOAAGD12AB017BCDA': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOODHLO12AF72A1980': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOOEQSA12AF729BE63': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOOIGGY12AB018D275': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOOKZPI12A67AD9549': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOOVANF12A6D4FA500': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOOVXPC12A6D4F7457': '47eade3eb904f81e3d331bbf5e604d96f3462f6a',\n",
       " 'SOOXLND12A6D4FE36E': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPBQKY12AB0182306': 'c802248ec0f960549720bb9f409fec7264b8b2f9',\n",
       " 'SOPBZAX12AB018D8E5': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SOPCRCE12A6D4FAB47': '47eade3eb904f81e3d331bbf5e604d96f3462f6a',\n",
       " 'SOPEOGA12AB017B694': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOPHZQL12A8C131542': 'c5635f9a0ef78c1bf859a042e1e2ebf699cfbaba',\n",
       " 'SOPJAYI12A58A7A4A0': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOPOMUT12A8C140BAD': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPYNHK12AB017E7D2': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOPYZOM12AF72A6376': 'd7fff684c13f0d2e77f8907574a288263ad97eae',\n",
       " 'SOQCXXX12AB0189070': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOQMRAE12AB018D279': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOQTFOR12A6D4F612A': '346d3e9bea99f0fbee1bda83dd57a2a0461fb668',\n",
       " 'SOQWZAB12AB017C6F7': 'd9ac8496ecfdcb8f6f7743204526d1da48ac4fc4',\n",
       " 'SORRJQM12A8C14478F': 'd874842a9f1b63ab781df60e3cdf7a22600bbb46',\n",
       " 'SOSAIDV12A81C232A2': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOSAUVD12A67ADE6AE': '47eade3eb904f81e3d331bbf5e604d96f3462f6a',\n",
       " 'SOSDNSV12AB0181074': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOSMQOO12A8C13BAC0': '0e3bff495bbb15bded86b2960f58eb3f6bb21ced',\n",
       " 'SOSNQQX12AF729C44C': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOSNTSY12AF72A7B43': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SOSOQIV12A6701E7B4': '5af0a5c869b4722a07a746b47d2b0327c3002de8',\n",
       " 'SOSPGSO12AB017BCE3': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOSSGKP12A58A761C1': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOTDUXR12AAF3B317E': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOTDYDW12A67AD9555': 'e6e0f68e948d7bcbf2ed9c4506a40a139a5e7bc7',\n",
       " 'SOTEFFR12A8C144765': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOTEKMT12A67AD954E': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOTIMSL12AF72A63B7': 'cb25f49e23bd6866882e84a5e5f0ce48a25e6706',\n",
       " 'SOTNYAU12A81C232B8': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOTQWLL12A6310E036': 'd6cec0f8d366dd782419c9916d7f7a9b6fac97d9',\n",
       " 'SOTYOGH12A6D4FAB93': 'c802248ec0f960549720bb9f409fec7264b8b2f9',\n",
       " 'SOTZXVW12A8AE4797C': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOUBGCO12A8AE486EE': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOUCMUI12AB018C0C6': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOUFJIP12A58A78B0D': '5810127b920cdf9d5d12a31691e65c1c06526e94',\n",
       " 'SOUGAYN12A6D4F6E90': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOUOECO12A6D4F5C6F': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOUVTWC12AB017F941': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOVITRJ12A6D4F64A2': 'd6cec0f8d366dd782419c9916d7f7a9b6fac97d9',\n",
       " 'SOVNVRF12A8C14477B': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOVQJRY12A81C210C0': '3dfa197ad1eb59f2f80a4e44eec23c64744fab1d',\n",
       " 'SOVSMWV12A8C139273': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOVZNUC12AB017F92A': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOWEFTO12A3F1EB976': '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a',\n",
       " 'SOWLLMJ12A6D4FA1A6': '57f7c9671c77f73db905344afc45627cfe5cba77',\n",
       " 'SOWPCTZ12A6310D890': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOWSWBS12A6D4F658A': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOWUTFF12A8C138AB2': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOWVZZZ12AB018ADCE': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOWYUCN12A8C144790': 'e6e0f68e948d7bcbf2ed9c4506a40a139a5e7bc7',\n",
       " 'SOXGIWN12A6310E0D8': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOXJZBI12AB0182B7C': '31b224a166261939c335224701fabf73499b8521',\n",
       " 'SOXNXLW12A6310E385': 'e6e0f68e948d7bcbf2ed9c4506a40a139a5e7bc7',\n",
       " 'SOXQALX12AB0181468': 'd5d7155015bc48287be917af0a1217558139812f',\n",
       " 'SOXTBGF12A6D4FB49C': '1db9458849024e54f89a807790230aa5701f112d',\n",
       " 'SOXWLCA12A3F1ECE80': '13b74bda25c9ff586b1270ccc35a42cd000440e6',\n",
       " 'SOXZUAV12A6310F21A': '4d9e7fe3b75df91c8697d8819705e340f351eec4',\n",
       " 'SOYALJR12A8C131D78': 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc',\n",
       " 'SOYALRC12A58A7D05E': 'e6e0f68e948d7bcbf2ed9c4506a40a139a5e7bc7',\n",
       " 'SOYCFEN12A6D4F7953': '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0',\n",
       " 'SOYEMQG12A6D4F7826': '1b77fe05d59cc3ea76df0386e73b74cc793c484e',\n",
       " 'SOYEQLD12AB017C713': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOYHNTG12A6D4F5703': '3fe52164d3651de289d872501b223ef9dfd01143',\n",
       " 'SOYMEKY12A6D4F88FE': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOYRJTL12A67AD9551': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOYSENR12A67AD819E': '954469357b2434a20c76e940eca93185141b7f9b',\n",
       " 'SOYYCTP12AB017E29C': '1b77fe05d59cc3ea76df0386e73b74cc793c484e',\n",
       " 'SOZCFFJ12AB0181564': 'bdbde6a8f994588a66ecf8baeed4e08a9d40720d',\n",
       " 'SOZDUSN12A6D4FA8A1': '13b74bda25c9ff586b1270ccc35a42cd000440e6',\n",
       " 'SOZFYTZ12AB018565D': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOZJFHD12AB0181BE2': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOZSZTY12A8C13B693': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOZVCRW12A67ADA0B7': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOZVUUB12A8C13B5EF': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SOZWAUH12A6D4FA8C6': '13b74bda25c9ff586b1270ccc35a42cd000440e6',\n",
       " 'SOZWIVZ12A6701DA62': 'c802248ec0f960549720bb9f409fec7264b8b2f9',\n",
       " 'SOABBES12AF72ACF1E': 'c0310d4e2506fc2eb1b58058e7439ed53297f62a',\n",
       " 'SOACQSN12AF729E69B': '327294ad002a1ae87b44602d3b0748ec4bb48256',\n",
       " 'SOADQPP12A67020C82': '4d9e7fe3b75df91c8697d8819705e340f351eec4',\n",
       " 'SOAQMNM12AB0188D7A': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOAUFOF12AB0180C65': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOAVEDV12A8C143845': '2cf196b73badce7e177256520a4a4fd1e34d115d',\n",
       " 'SOBHIJM12AB018194F': 'e9f1147e7f4a3fa1529d64f1824aeb265c50a5ac',\n",
       " 'SOBLANY12A8C14382E': 'da07642ac1f84735f9bccfc9a9a58d70c8babb5a',\n",
       " 'SOBOLEI12A58A7E386': 'b82d692dde839cfe9fd6d309bb8c46d50089cc16',\n",
       " 'SOCBBGJ12AF72A0922': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOCFPLV12AB017DE57': '6a42e4f46be28a88eb1d60adbeb5daf3c4dff74e',\n",
       " 'SOCKATL12A8C138F14': '7423362e31e60759e1230e2d16de9941d2e3913c',\n",
       " 'SOCRCXB12A670215E5': 'fd345e963863bde0407300496ba19f0ba9abb6f3',\n",
       " 'SOCSAUM12AB01840E7': 'd10ddff86476352620f345625a3243f1e79ffb4e',\n",
       " 'SOCXDJM12AB0189E47': '2e1b140230efa01f6b4afbdf7f4462093059585b',\n",
       " 'SODAIMX12A6D4F74D6': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SODJWHY12A8C142CCE': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SODLLYS12A8C13A96B': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SODNXDD12AB018331A': '36f5d361fcdd4178ee8b722205500b643df5ba95',\n",
       " 'SODWXJW12AAA8C5C29': 'af916ae26b1502289fa63fade04f92c3fba46ab3',\n",
       " 'SODYTRD12A81C2329F': 'e49a8d2f2d70abbed7f3a47cc5e598fe0810001f',\n",
       " 'SOEBMWD12A58A7C495': '3a037d9e57560fd1b4d7a84e4ca9dcc73decf556',\n",
       " 'SOEIQDP12A58A75817': 'df01325b7cbda8ebdafd88e7abbb4bc91160716c',\n",
       " 'SOEJZMU12AB018A9E6': 'a61de11bc8fb9ff62ad9bfb763b87d1e41de0b7f',\n",
       " 'SOEKVEA12A6D4FA514': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOELYLS12AB018189E': '7b063ec6476f77ee68acff1bcb98c08fbd6bd929',\n",
       " 'SOEQABL12A6D4F992B': 'b09da827d35644c8e1d5394e91c3a43b34b9e7c6',\n",
       " 'SOESTPV12AB01821F6': 'af916ae26b1502289fa63fade04f92c3fba46ab3',\n",
       " 'SOFEOVT12A58A78DF3': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOFFWND12A58A796B7': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOFGJCW12AF72A812D': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOFGXIF12A670215E4': 'e4dffafdb0e735203190f481bd0155bf9accfc0c',\n",
       " 'SOFIXVS12AB017A0A3': '76e7b444d131cb1e4d4f16c37dab5603664cbedb',\n",
       " 'SOFKIRZ12A8C13A8ED': 'c2aff36dbed6f3c8367a9a062e29a8dedd9edd6e',\n",
       " 'SOFPSZV12A6D4FBBFA': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOFTYAI12A58A79157': '36f5d361fcdd4178ee8b722205500b643df5ba95',\n",
       " 'SOFTYUW12A58A7E841': '35041f706a276b4c29da507e4f4ca12bd653ec66',\n",
       " 'SOFVZRE12A8C139783': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOFXVEU12A6D4F9C0B': 'b09da827d35644c8e1d5394e91c3a43b34b9e7c6',\n",
       " 'SOFYCLW12A6701E6D5': '3a037d9e57560fd1b4d7a84e4ca9dcc73decf556',\n",
       " 'SOGAUJB12A8C13BD05': 'e9f1147e7f4a3fa1529d64f1824aeb265c50a5ac',\n",
       " 'SOGDVCL12AB0185EC2': '327294ad002a1ae87b44602d3b0748ec4bb48256',\n",
       " 'SOGMMME12A8C141112': 'd9ac8496ecfdcb8f6f7743204526d1da48ac4fc4',\n",
       " 'SOGQJZK12A6D4FAF6D': '3cc71f5395572db99baa4785cee9d673b15f07db',\n",
       " 'SOGUBUF12AB01883B8': '9bc3cbf43592e3303b665e001ac7db4701904be9',\n",
       " 'SOGVXGZ12A8C1333E3': '36f5d361fcdd4178ee8b722205500b643df5ba95',\n",
       " 'SOHDKAD12A58A7A8EC': '14505ac76b13a773296bbb72638d2b95442385b6',\n",
       " 'SOHMFHE12AAF3B3E07': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOHSUHV12A8C142E4E': '35d6ba1913f9d88d146ce9df34e83aaf1f76880a',\n",
       " 'SOHXSVQ12A8C1442B1': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOIBSSJ12A8151E066': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOICFHQ12AB01828C3': '83b94f1d1bf5581499cc0738807c8c41f3bf6706',\n",
       " 'SOIEXVZ12A8C13A7F8': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOIOESO12A6D4F621D': 'd9ac8496ecfdcb8f6f7743204526d1da48ac4fc4',\n",
       " 'SOIOZHO12AB017FE5E': 'd557d067036042eb349bc73a8df113ef4849827d',\n",
       " 'SOIRAYR12A8C13D8D0': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOIRUXQ12A8C133060': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOISXEJ12A8C133A8B': '954469357b2434a20c76e940eca93185141b7f9b',\n",
       " 'SOJDJWL12AB0186A16': 'fd1b27f610d1bf8d443f9dfe28153c9049853c5b',\n",
       " 'SOJGFVC12A8C13F61A': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOJGGIC12A8C142690': '00fa0c8162aa95341f4da9defede8aae0675d3cc',\n",
       " 'SOJNRAG12A8C13C89C': 'b82d692dde839cfe9fd6d309bb8c46d50089cc16',\n",
       " 'SOJQHPH12A8C143826': '3ea9e1a70e25fdf794b43da118813f0d84ef9388',\n",
       " 'SOJUTYI12A8C13A1E6': '9428ea1aadba14f2711cd67a920b54482fcbcf6a',\n",
       " 'SOKMHKY12AF72AB079': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOKYBRN12A8C13958C': '327294ad002a1ae87b44602d3b0748ec4bb48256',\n",
       " 'SOLCPEJ12AB017EDB6': '9428ea1aadba14f2711cd67a920b54482fcbcf6a',\n",
       " 'SOLDUYB12A67020910': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOLJZKI12AB0186D1C': 'ec5d372193db4ad30811483b96710fe49eaf0186',\n",
       " 'SOLLNTU12A6701CFDC': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOLPBMO12A8C137215': '14505ac76b13a773296bbb72638d2b95442385b6',\n",
       " 'SOLRBSH12AB018AE7B': 'd557d067036042eb349bc73a8df113ef4849827d',\n",
       " 'SOMNTMT12A8C1400F6': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOMTPVC12A5891F793': '35d6ba1913f9d88d146ce9df34e83aaf1f76880a',\n",
       " 'SONEBAU12AB017F89C': '460b1640d6a64fe49eb809b2fcd79d33815ebcaf',\n",
       " 'SONENIO12AB017DBDC': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SONQEYS12AF72AABC9': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SONVPTP12A6D4F7A34': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOODTBU12AB0186A1F': '2e1b140230efa01f6b4afbdf7f4462093059585b',\n",
       " 'SOPKQGU12AB0184109': '098b12ad85fc5d782492308c253094852d8dec72',\n",
       " 'SOPNUPZ12A8C133A7B': 'e9f1147e7f4a3fa1529d64f1824aeb265c50a5ac',\n",
       " 'SOPOFVZ12AF72A191C': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOPOXUR12A8C1331F2': '35d6ba1913f9d88d146ce9df34e83aaf1f76880a',\n",
       " 'SOPQLBY12A6310E992': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOPTLQL12AB018D56F': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOPYAQD12A8C13D8D2': 'c683a3b2bb617539c6150f2ef2cd32683191ccf4',\n",
       " 'SOQAZKD12AB017F667': 'df58806687d5e5d94a4b9d283fa76f275489af1e',\n",
       " 'SOQDGUM12A8C13A26B': '0e5762bbb9fdda474c31d404720523b95510e748',\n",
       " 'SOQXBZN12AB018610A': 'ec06a94669597cdc8d1360c6a906aa95333326e8',\n",
       " 'SOQZFAC12A8C141E9A': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SORIHEL12A6D4FB30D': 'e4dffafdb0e735203190f481bd0155bf9accfc0c',\n",
       " 'SORMYQB12A67020912': 'c0dc381d5ddf02f5182179c164ca65db6c8f572b',\n",
       " 'SORZCTH12A6D4FB0BD': 'aa1babd76a06a17d23bff7d09683396b9363db90',\n",
       " 'SOSPAZZ12A8AE47E8B': 'a1c9b1a03d018699e7c4b3f0ec31b7103212eb6c',\n",
       " 'SOTNOXQ12A6D4FC79C': '9f99c76c74a3b1cb7a62c5d9477e675c55f82fe4',\n",
       " 'SOTRDVJ12A8C13975E': 'ec06a94669597cdc8d1360c6a906aa95333326e8',\n",
       " 'SOTWPXG12A8C142CF6': '934c1f27742d95e72dc6d5e907caeec02cfdd935',\n",
       " 'SOUEXWX12AF72A5FBC': '35d6ba1913f9d88d146ce9df34e83aaf1f76880a',\n",
       " 'SOUIGOL12A6D4F9218': '7a5c1696deb4b6acc6abf6252b996992dd33a2a0',\n",
       " 'SOUIPBC12A8C142A1A': '07c4ae1338be8b7c4aca1bf404cd9672787c5ed0',\n",
       " 'SOUNXOC12A6D4FB438': '7b7dfb1b660ca9d1c3dbc604ea1f2c61a6467b4d',\n",
       " 'SOUOCRG12A67AE0E17': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOUOEMP12A8C13866E': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOUPNIS12AF72A6FB0': '21bc5ef2858a4aa5d155bb68aacdf7b38e90b23d',\n",
       " 'SOVDZZH12A6D4FCD7B': 'fe2400ced9aabb489a6dea33bb37ca1653051ccd',\n",
       " 'SOVFENH12AB0185ED9': '327294ad002a1ae87b44602d3b0748ec4bb48256',\n",
       " 'SOVRXWW12A6D4F74D3': 'bdbde6a8f994588a66ecf8baeed4e08a9d40720d',\n",
       " 'SOVWADY12AB0189C63': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOVYTXK12AB01800F5': '150fc4738d5f3f3f9fa1f13a0f9764a06c9a781f',\n",
       " 'SOWCKVR12A8C142411': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOWHYTU12A8C13C8A4': 'b82d692dde839cfe9fd6d309bb8c46d50089cc16',\n",
       " 'SOWOOJC12A58A7BD61': 'e9f1147e7f4a3fa1529d64f1824aeb265c50a5ac',\n",
       " 'SOWVLMZ12A8C133A82': '33df533f33efaeba06b3e485ba8f870e132edf1b',\n",
       " 'SOWYRXW12A8C1351CA': 'ea95dd7bfb1ba0702568519111731324e9f3aa37',\n",
       " 'SOXDUSG12A8C134034': '07c4ae1338be8b7c4aca1bf404cd9672787c5ed0',\n",
       " 'SOXHHKU12A8C1386B7': 'ef8023148b44bcb53a45b17901ac07509fd7d994',\n",
       " 'SOXKOIY12A8C13C1EA': '6f7758ee2ca227c0a41ba4799c220ab0bad353b7',\n",
       " 'SOXLJXH12A8C13D903': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOXPVKS12A58A7EE70': '35041f706a276b4c29da507e4f4ca12bd653ec66',\n",
       " 'SOXQYSC12A6310E908': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOXVFEY12A6D4F7B25': '65eaa67aaccbc283b15910d9f5876ee49e7ea86b',\n",
       " 'SOYBLCN12A8C142D19': 'da07642ac1f84735f9bccfc9a9a58d70c8babb5a',\n",
       " 'SOYNEAI12A8C14172D': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOYVNUP12A8C13C8B3': 'b82d692dde839cfe9fd6d309bb8c46d50089cc16',\n",
       " 'SOACEQF12A58A7B70E': '3877e44d4632df125ec8a838aae59eb04d36f9d6',\n",
       " 'SOALWUL12AF729C095': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOAOERV12AF72A48FC': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOAPHBN12AF72A60EF': 'd964fc033291078031d117ed10adfb615948256d',\n",
       " 'SOAPKYH12A8C133A2B': 'efbb7881750a5e3776fc5ecfc83a471e97bb520d',\n",
       " 'SOATPFD12A8C136B88': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOAXEPS12AF729E550': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOAZZRU12AB0182B0E': '4f0513c0928f44b3b46987bc5cee3ff82af5beba',\n",
       " 'SOBATYS12A58A76C6E': 'c330f08d8676dde9e36a627582e976c6166bda88',\n",
       " 'SOBCVZJ12A8C139FAB': '0a24f373b74bcc183942626add9a28d2ab6ca87f',\n",
       " 'SOBDRND12A8C13FD08': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOBHDCI12A8C136941': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOBLIFK12AB017DAF3': 'd874842a9f1b63ab781df60e3cdf7a22600bbb46',\n",
       " 'SOBQODG12A8C13ECFF': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOCFJGJ12A58A7A8A9': '6a2e0245bd6ff5da6cea299a26e8692022bb0b36',\n",
       " 'SOCJDSD12A8C145B91': '6ba7927851ffbec33619afea3893b8551ef36244',\n",
       " 'SOCMIPA12A6310E961': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOCNLEI12A67021565': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOCPKMX12A8AE48413': '46a30549ffabd8b1497807b72a3d81ba5a87e1b9',\n",
       " 'SOCTNRU12A6D4FBE21': '638d0ca370007a447afb96e7c58edd5b08da4b03',\n",
       " 'SOCTUHG12AF72A0560': 'fb9e1a67c5762988215210180390c068736e94af',\n",
       " 'SOCXCTS12AC468A380': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOCZAKQ12A6D4FCE7F': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SODMASJ12AF729E6FA': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SODMSPG12A6D4F6B0E': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SODVNLX12A8C145145': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SODVWOV12A6D4FB6D2': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SODZHIF12AB018D1D1': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOEEION12AF72A21B1': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOEKVCJ12AB0185E18': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOELBTM12A8C13A946': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOEPPEZ12AB01831A2': 'dcf6a11b2fea3af24fb001f504851ed23aae9965',\n",
       " 'SOFLJQZ12A6D4FADA6': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOFXDDO12AF729E290': '24df03cf3e50f874da1893928be5cd21866631a0',\n",
       " 'SOFYHRL12A6D4F85F5': '27d4653e46d544cd86ff15e1314cd2481e15a796',\n",
       " 'SOGAUOB12A58A7AAC8': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOGAXZQ12A8C13EFF4': '5195f9a477ead21c0446f848cffdee15fea304ff',\n",
       " 'SOGDHUS12AB0185F3B': '31b224a166261939c335224701fabf73499b8521',\n",
       " 'SOGEOIU12A6D4F9DC6': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOGVXBB12A67ADF4E4': '3877e44d4632df125ec8a838aae59eb04d36f9d6',\n",
       " 'SOHNABT12AB017FE7C': '63150f86b11ae6c96b0efa60db817ed1a5c67bf4',\n",
       " 'SOHOOXT12A67ADA073': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOHQCJM12A6D4FBA90': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOHTLBP12A8C1360DD': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOHVETT12AC3DF84C5': 'b160c021a6838d8379699a1463a96fe3ecef799d',\n",
       " 'SOHWEHX12A8C145B80': '6ba7927851ffbec33619afea3893b8551ef36244',\n",
       " 'SOHXWDT12A58A7DFBE': 'f629b337d01f254e0d685ccc66ec2fd5ddba78d9',\n",
       " 'SOIHUUT12AF72A2188': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOIINFC12AB018D1A0': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOIJXHO12AF72A3FC4': 'b160c021a6838d8379699a1463a96fe3ecef799d',\n",
       " 'SOINDRZ12A6701DAF6': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOITFPA12A670201C6': 'b160c021a6838d8379699a1463a96fe3ecef799d',\n",
       " 'SOJALCT12AB018613D': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOJGUSJ12A8C1363A2': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOJIVRN12A8C143041': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOJRWIV12A6D4F9498': 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa',\n",
       " 'SOJSUQF12A67ADF6C0': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOJTWQW12AB0185F37': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOJUVXX12AB017CD86': '8c81e9da6182d23bc8478a00c8ec8c11de7937af',\n",
       " 'SOJYOWT12A6D4F94F1': '221feea9035334066242e652214f50b8e861a276',\n",
       " 'SOJZSUP12A6D4F73E1': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOKMMGX12A8C135CEE': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOKTSLY12AF729ECE8': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOKVIRD12A58A7D031': '098b12ad85fc5d782492308c253094852d8dec72',\n",
       " 'SOLATOQ12A8C13AAA9': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOLJWHN12AB017ACCE': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOLRLMK12A81C2179D': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOLVKXI12A58A799CE': '1272d32979a6ecd4f8b48cf25c9738c2298e0b4f',\n",
       " 'SOLYBYP12AB018BCA6': '2cbbe7a3262dceea01bdc048b7a260de817c6436',\n",
       " 'SOMCWAZ12A67ADBCE3': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOMDQNT12AB018A6F6': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOMGIYR12AB0187973': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOMHNXE12A8C136BA0': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOMLBEJ12AB0180CE3': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SONFIMU12A6701F304': '1312166ce8c90df26ac2e64cac3db9a7677fbc06',\n",
       " 'SONGNBC12AB0184BED': '86cf43472d754d43ee7bad74b1a7a243db53b590',\n",
       " 'SONGTTS12A6701E59A': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SONKYVR12B0B80AF82': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SONMEPF12A6D4F3C92': '1854daf178674bbac9a8ed3d481f95b76676b414',\n",
       " 'SONPBEY12A67ADD330': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SONQRSZ12AC4685F88': '68e76b8fb43f6ac57c4e64bb66104136a27b4b19',\n",
       " 'SONVHYS12A6D4FBDF6': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SONXSLH12A6BD50DF4': 'd6bc1f0ed4411026657a04d5f3130ebd6488a4bc',\n",
       " 'SONZTEN12A8C136B8C': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOOAOKG12A58A7B9CD': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOOGBTU12AB0187CB9': '73ce9140fab5d61991e31dc87c4c351784f0e2f7',\n",
       " 'SOOJCVS12AB01861A8': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOOPPGQ12A6D4FCE8E': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOORHPF12A6701F85D': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOOSNTN12AB01878AF': '75957573dbb66e786951b1089b4cfad14be40f62',\n",
       " 'SOOVSUC12A8C13ED09': '38ae280090905f0778dd40727f89de3380fb2625',\n",
       " 'SOPAOQL12A6D4F9EC2': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOPEOQF12A67ADA074': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOPIQZP12A670201C7': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOPKPNB12AC4687E8E': 'fa0a52be85c926d7a76c0d027d43e8336af97aef',\n",
       " 'SOPLMHA12A67AD864A': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOPMOZA12A6D4F81D6': 'da07642ac1f84735f9bccfc9a9a58d70c8babb5a',\n",
       " 'SOPROPB12A8C1385BD': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOPSHDC12A6D4F6F39': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOPWZEF12AF729F9B0': 'eb5ae9f8b63a7057c5cd8cd91eaa914e1fd23dd3',\n",
       " 'SOQGKIY12A8C13BEBC': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOQQCJJ12A6D4F8050': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SORALMO12AF729EBB4': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SORLZNS12A6D4FA5B5': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SORPYUK12AB0181E09': 'a4ccc36714975978b545e35db83584fa9f7fa6c6',\n",
       " 'SORSGTV12AB017F6D5': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SORZKKV12A58A7B9E0': 'b160c021a6838d8379699a1463a96fe3ecef799d',\n",
       " 'SOSCKUB12AB0186EF9': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOSMKSG12A58A76CB4': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTELGC12AB0183580': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOTGLJZ12A6D4FCD64': '146ad3a976414133d661a070b20f62edfc958d52',\n",
       " 'SOTKCWL12AC4687EB4': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SOTLLRE12A6D4F8EFF': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOTLQWL12AB018167B': '0e3bff495bbb15bded86b2960f58eb3f6bb21ced',\n",
       " 'SOTMJZK12AB0186770': 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa',\n",
       " 'SOTPRLE12AF729DDE7': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOTQGFX12A6D4F8C3A': '4ee429e5977ecd1451680f9a3f007304c5e43018',\n",
       " 'SOUFZDS12AB018CF18': '36b331deefb62043d90a8b3586ea018e125290c1',\n",
       " 'SOUGJSM12A8C1353F8': '53cc3e95468819addbfcaa1256b460984c581be3',\n",
       " 'SOUGLIK12A8C143DF4': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOUOXRS12AF72A36E8': '8f4cee0468955459d59b70c586f3366c2008bee2',\n",
       " 'SOUSOOB12A8C13371F': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOUUDLW12A8C13B90A': 'c7565bded555e55727addebe1bc169e23f13f4fe',\n",
       " 'SOUXOYQ12A8C13FDFF': 'fc1d4c6a893c74887f2c7ec30062777594169bfd',\n",
       " 'SOVKZMC12AB017E5CD': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOVRIZO12AF72A4C0C': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOWBMHX12A8C13851C': 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa',\n",
       " 'SOWCJVF12AB01830C6': '2cbbe7a3262dceea01bdc048b7a260de817c6436',\n",
       " 'SOWDDDY12AC4687EA4': 'e904b3b7015a63c5c4b5552831f74133da8e7c5e',\n",
       " 'SOWEVXC12AB01803B0': '985496d68e00353029196cff4668275e9a11e411',\n",
       " 'SOWHATW12A8C132857': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOWHYIO12A8AE472B8': '9ff5b97655c42065ee682e6af8edc5c1613c827d',\n",
       " 'SOWKEUN12AF72AB837': '7d51f0042cc880ba33bfdd74832271e004e43fba',\n",
       " 'SOWRGDS12A6D4F94EE': '37bdc2148d0c93e993b1bfe3db71e25139424af5',\n",
       " 'SOWSPUS12AC468BEE3': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOWVBKZ12A6701E2F1': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOXAZQV12A58A7CA69': 'f7711402d1f25deab5cd5068125c8617bb13a77e',\n",
       " 'SOXGIHJ12A8C13B367': '3877e44d4632df125ec8a838aae59eb04d36f9d6',\n",
       " 'SOXGRUW12A8C141751': 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa',\n",
       " 'SOXMDUS12A6701DAF7': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOXMIOW12A8C1375D5': '0f4be65dad26d41e7c48f86cde1023b609671802',\n",
       " 'SOXQRDP12AB0184D02': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOXUDXA12AB0189075': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOXXOVN12A8C145B9D': '2cbbe7a3262dceea01bdc048b7a260de817c6436',\n",
       " 'SOYBKOL12A8C146887': '6ba7927851ffbec33619afea3893b8551ef36244',\n",
       " 'SOYEJKC12A8C136E3D': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOYGZKG12A8C13FC74': 'ef5f61826bf7d73f87e7e6e55eb2cc55548e3e67',\n",
       " 'SOYHEPA12A8C13097F': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOYLWEJ12A6D4FB865': '7a7cc88945e473bf60cd32d6f286e845982227f5',\n",
       " 'SOYPCVL12A8C139E01': '954469357b2434a20c76e940eca93185141b7f9b',\n",
       " 'SOYSSSK12A8C13BC34': '3877e44d4632df125ec8a838aae59eb04d36f9d6',\n",
       " 'SOYTVDF12A8AE487E0': 'd6bc1f0ed4411026657a04d5f3130ebd6488a4bc',\n",
       " 'SOZIMYM12A8C13C707': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOZIOIC12AB0184D40': 'd166f5520eb1c4c88ea312e9490ce095e9b4f00e',\n",
       " 'SOZMPLQ12A81C20B00': 'aabbd8b9388076451e70846a86cd4c8cb426873f',\n",
       " 'SOZMXQP12A6D4FBE3C': '0a41c6758ee298ab28e69510e705efef43a6c30e',\n",
       " 'SOZQRSR12A6701E2F7': '8c7f1daf4913fb451c770a1f9f51462dbd155e1f',\n",
       " 'SOZVFKL12A8C1436EC': '7a7cc88945e473bf60cd32d6f286e845982227f5',\n",
       " 'SOAAROC12A6D4FA420': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOAPBSH12A58A80492': '35041f706a276b4c29da507e4f4ca12bd653ec66',\n",
       " 'SOAPDEY12A81C210A9': '3288389bf9ef956a23a0a4ea86f60bf24ba7f69e',\n",
       " 'SOBADEB12AB018275F': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOBCOWD12A6701FD78': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOBFTTR12A8C140852': '7ed65a5f941231434e2c6bb7e3dc1aa319516575',\n",
       " 'SOBPRZE12A8C1313CC': '0a245ef0e97683523bf9bc82bfbd9a5f589d89e0',\n",
       " 'SOBSIFR12A6D4F8560': 'd71adb94c30db90d20b08bde62acb7ef1966083d',\n",
       " 'SOCLRFZ12A6D4F5975': 'e19f033a9b79680a068c1074b9f45e3b3bc2f9cc',\n",
       " 'SODCLQR12A67AE110D': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SODCNJX12A6D4F93CB': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SODCOKD12A8C138E59': '73a9b86c602d2ab5eb151b77f58bb6e7315dd7b2',\n",
       " 'SODFDJT12A8C13A08E': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SODIDUA12A6D4F8707': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SODXFNR12A8C13C347': '934c1f27742d95e72dc6d5e907caeec02cfdd935',\n",
       " 'SOEJBWO12AB0183A3D': '9cd63ac51da88b5acb18dc87169e24bf530e257f',\n",
       " 'SOEJTNK12A67AE17C1': '1fc5c0d5f0d4c5cba85980c325c1a7f63dc7dc96',\n",
       " 'SOESBWM12A58A7D8D3': '491d048e26c51fcda0744355bf191d4ccf36f118',\n",
       " 'SOETSLL12A67ADA319': '3ba5613b6eb6d8c78b4d317713d85ea4451aeff9',\n",
       " 'SOEVARI12A8C13C196': '31b224a166261939c335224701fabf73499b8521',\n",
       " 'SOEZPDB12A8C1420E1': 'c9dbcb3c421a32cc14b4f39a4eeb6046b42f8d4b',\n",
       " 'SOFMMUO12A8C131A75': '934c1f27742d95e72dc6d5e907caeec02cfdd935',\n",
       " 'SOFPXFY12A6701C5C3': '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0',\n",
       " 'SOFUFYI12A6D4F9F17': '21bc5ef2858a4aa5d155bb68aacdf7b38e90b23d',\n",
       " 'SOGCWZS12A6701FCAC': 'd6fd15e838a361210bc6ebc0f04c9186197e4d2a',\n",
       " 'SOGMBXD12A6D4F5920': '4a8ee1fec05008de52a56ce7ef8e3d271c83d3fb',\n",
       " 'SOGXVLR12AB0182D56': '63150f86b11ae6c96b0efa60db817ed1a5c67bf4',\n",
       " 'SOHCGIH12A8C13C1C1': '31b224a166261939c335224701fabf73499b8521',\n",
       " 'SOHKFZG12AF72AAD27': '53cc3e95468819addbfcaa1256b460984c581be3',\n",
       " 'SOIAUJJ12A58A7FD28': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOIKOID12A67020113': 'df9d61449a1ffa4183fca2bfd396242166489283',\n",
       " 'SOIXMPY12A8C1313DA': '2e1b140230efa01f6b4afbdf7f4462093059585b',\n",
       " 'SOIZSDY12A6D4F82E0': '9469b94bf929b7dd1519576c6f8904624692190d',\n",
       " 'SOJDXLI12AF72ABB7E': 'd6bc1f0ed4411026657a04d5f3130ebd6488a4bc',\n",
       " 'SOJLQEL12A6310E2F1': '59470f15e0264766c85c02779cc2528db4e54c0e',\n",
       " 'SOJMTBN12A6701D160': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOJQQDA12AB01843C1': '3452fd2c6a9c66f19791661d52cb5efcfcd1d35f',\n",
       " 'SOJTLUY12A58A7D1E3': '6f1bb280284ca0d35c921c761de43697820541e2',\n",
       " 'SOKLBJA12A58A7C877': '99a844e3fdf06a4e8d4fbdaca2fb472d98c64ce3',\n",
       " 'SOKMBHF12A58A7ACE4': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOKPHUB12A58A77293': '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0',\n",
       " 'SOKQZYZ12A58A7767E': '4d5b26d3f618ce63ba018fe34d57e71f1b8e2184',\n",
       " 'SOKTHPP12A8AE47F2A': '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3',\n",
       " 'SOKUAGP12A8C133B94': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOLDTQC12A6D4F72E3': 'd8af8f8078625562d873f6d2fb9ca4c740bcb76f',\n",
       " 'SOLTSGU12A8C13BFE5': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOMEUED12A6701DBEA': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOMHQEB12AB017F309': 'efbb7881750a5e3776fc5ecfc83a471e97bb520d',\n",
       " 'SOMKJNL12A8AE45D3E': 'dc543ff951c23be4e9e8fdf6f39a23cef85f3b5e',\n",
       " 'SOMLYJD12A58A7B155': 'b7af2e4c4cb82ee7e3c3943fdc48f4954fc3a1fe',\n",
       " 'SONHKAA12AB018A4B2': 'fc5bc70a2f3c3726be61e56b43662ca8f0e244c0',\n",
       " 'SONOYIB12A81C1F88C': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SONPMHH12A6701EA29': '2002bd9c4be45dc357056e5c027bde932538e477',\n",
       " 'SONVIOU12AB0181500': 'debf04dc814231971b5cc1df62263dd7e7715c53',\n",
       " 'SOOHVCD12A8C1330FF': 'ca5790c40e8ed140d1c4abde6cfc2b4895f6aee7',\n",
       " 'SOOIVGQ12A67020496': 'f88cc3149e1fd49ba11a991e1a95f9f78e1d0faf',\n",
       " 'SOOSADY12A6701F119': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOPCMUQ12A67ADA1C3': '739ee4c555b0558cbf2c75abc0782f3f10941c35',\n",
       " 'SOPEPDC12A6D4F7599': 'f02ef1e670319151d2d27f4215fb16a973f7de2f',\n",
       " 'SOPFTWR12A8AE45A9B': '1a5733c30766a6d12aa80e247f31c99ad70e370a',\n",
       " 'SOQNJZZ12A6D4F523E': 'ca79e4bb23dde0cf63061c5f0f9fa76d1541f01b',\n",
       " 'SOQPECZ12A8AE48B63': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SORFWGQ12A6310D7FD': 'f7bf719d82c162e4b0ebea97a120792cd6dd7163',\n",
       " 'SORGZKX12A6310E2F5': '346d3e9bea99f0fbee1bda83dd57a2a0461fb668',\n",
       " 'SORHKLQ12A8C1415A9': '79059409b6d39b1a7447b13f12715c51984c4a6f',\n",
       " 'SORQAWE12AB017D62F': 'a05e548059abb1f77cad6cb9c3c0c48e0616f551',\n",
       " 'SORTDVT12A8AE46092': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SORZYGT12A6701E302': 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa',\n",
       " 'SOSDORC12A8C14649E': 'efbb7881750a5e3776fc5ecfc83a471e97bb520d',\n",
       " 'SOSESUC12AB0189087': '9cd63ac51da88b5acb18dc87169e24bf530e257f',\n",
       " 'SOSEXRD12A67ADE28D': '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0',\n",
       " 'SOSJRJP12A6D4F826F': 'c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3',\n",
       " 'SOSLXPP12AF72A3657': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOSMLJR12A8AE46D20': '6c2baa9bfea08ed197d38b9d1606aa5ca57e11ce',\n",
       " 'SOSOYLU12A8C132371': 'c9dbcb3c421a32cc14b4f39a4eeb6046b42f8d4b',\n",
       " 'SOSTWFY12AB01828AF': 'a3f5db66731126b173610095b831a216a0e27da4',\n",
       " 'SOTCDXR12A679D7E5E': 'd8236361aaf592fd851306ff4dbd62bb904526c6',\n",
       " 'SOTEIQB12A6702048D': 'f88cc3149e1fd49ba11a991e1a95f9f78e1d0faf',\n",
       " 'SOTLURY12AB0183C93': 'bc2e4e2f2382288843ecf8e72c264f739f24c79c',\n",
       " 'SOTMESO12A67ADD48E': 'f88cc3149e1fd49ba11a991e1a95f9f78e1d0faf',\n",
       " 'SOTTLPQ12AAF3B1F13': '33a1286454a3cff06e3c2324be746d2e23d7c270',\n",
       " 'SOTVJEN12A8C13B064': 'd9ac8496ecfdcb8f6f7743204526d1da48ac4fc4',\n",
       " 'SOUABXY12A8C133A3F': '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c',\n",
       " 'SOUQLDR12A6D4F7EFC': 'abe3701fe8b4f093e89c9e1d219aab06bd3c0337',\n",
       " 'SOVBGUD12A6D4F9F49': '104bcda48463a99997f668b897c32234793cd514',\n",
       " 'SOVJEKI12A6D4F6570': 'b1937eb858cee1f1f26cdc1e4e3e176fde8a2568',\n",
       " 'SOVTZZW12A8C137919': 'a20503a24491e7afc3824f6516f7cd0bf3df5ce1',\n",
       " 'SOWKXUU12AF72A3681': '6a2e0245bd6ff5da6cea299a26e8692022bb0b36',\n",
       " 'SOWMELF12AB0184958': '470a59d0bf6f5243b205ab933bc7735e4042a8de',\n",
       " 'SOWNIWL12AB017B720': '2b05031b597a371a8d39c9ed46f00f1729796349',\n",
       " 'SOWWCNJ12A81C1FFA5': 'e0296306fc93085837a576022bd3f74dbd6d5b0d',\n",
       " 'SOWYYUQ12A6701D68D': 'dd478bca134568e8b0dc8d43199dadbc10dd9d6b',\n",
       " 'SOXBQUU12AB017F8BF': 'f373ceefaa0a2f42149ff2b47d4e78b2407fb12c',\n",
       " 'SOXMGFH12A6701FF31': '35b1d8452b62242a2ded2dc5ea05a0a407023cf7',\n",
       " 'SOXNKNC12A6701F7A8': 'fd2448efa06224c62bbe1788016cc39eda4215f8',\n",
       " 'SOXXLTD12AF72A619D': '474cbea4ac2ea25a7077f15d5b9c094dcda2e3dd',\n",
       " 'SOYIBFQ12A6701C628': '7e543508a213f4f22e0cb54ecf2df9c370070a28',\n",
       " 'SOYIEGB12A6D4F8C07': '5afb397ab36cdc891a7e4117d4089331e84933ed',\n",
       " 'SOYIOTN12A67020112': 'c0dc381d5ddf02f5182179c164ca65db6c8f572b',\n",
       " ...}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_to_uid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85c2d79397b3561f5c9bb619462e734fd5972131\n",
      "348\n"
     ]
    }
   ],
   "source": [
    "u_raw_id = song_to_uid['SOLNCTS12A8C1405EF']\n",
    "print(u_raw_id)\n",
    "u_inner_id = algo.trainset.to_inner_uid(u_raw_id)\n",
    "print(u_inner_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2010,\n",
       " 283,\n",
       " 4077,\n",
       " 1155,\n",
       " 1258,\n",
       " 220,\n",
       " 882,\n",
       " 191,\n",
       " 1407,\n",
       " 17,\n",
       " 2139,\n",
       " 2946,\n",
       " 67,\n",
       " 2123,\n",
       " 831,\n",
       " 1727,\n",
       " 190,\n",
       " 2894,\n",
       " 2008,\n",
       " 3574]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 找到最近的20个邻居\n",
    "u_neighbors = algo.get_neighbors(u_inner_id, k=20)\n",
    "u_neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<generator object <genexpr> at 0x1424005c8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_neighbors2 = (algo.trainset.to_raw_iid(inner_id) for inner_id in u_neighbors)\n",
    "u_neighbors2 = (song_to_uid[song_id] for song_id in u_neighbors2)\n",
    "u_neighbors2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# algo.trainset.to_raw_iid(13)\n",
    "# song_to_uid['SOKOTHU12A6D4F7EF9']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36f5d361fcdd4178ee8b722205500b643df5ba95\n",
      "d964fc033291078031d117ed10adfb615948256d\n",
      "bd475c2a9fd071d09ae008420d5a2981c6f2d605\n",
      "739ee4c555b0558cbf2c75abc0782f3f10941c35\n",
      "a3eb99a3df07ae47fdc079184e0b4bb3487daefc\n",
      "37bdc2148d0c93e993b1bfe3db71e25139424af5\n",
      "739ee4c555b0558cbf2c75abc0782f3f10941c35\n",
      "6f7758ee2ca227c0a41ba4799c220ab0bad353b7\n",
      "f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa\n",
      "7e543508a213f4f22e0cb54ecf2df9c370070a28\n",
      "ec06a94669597cdc8d1360c6a906aa95333326e8\n",
      "d964fc033291078031d117ed10adfb615948256d\n",
      "c9f2a7fa4f2e83cc3ab88aa12f6655035a6637b3\n",
      "359ce5e8c261d640c12e34841f53c029504697e0\n",
      "739ee4c555b0558cbf2c75abc0782f3f10941c35\n",
      "4d5b26d3f618ce63ba018fe34d57e71f1b8e2184\n",
      "89f2ff92f9d6cc196efe7b5c48b4324664adc8e3\n",
      "d964fc033291078031d117ed10adfb615948256d\n",
      "e904b3b7015a63c5c4b5552831f74133da8e7c5e\n",
      "bce3818c6c3dbd657eac7d9e5841b35532e73173\n"
     ]
    }
   ],
   "source": [
    "for user in u_neighbors2:\n",
    "    print(user)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dataset.build_testset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from surprise import print_perf\n",
    "# from surprise import BaselineOnly\n",
    "# from surprise import Dataset\n",
    "# from surprise import Reader\n",
    "# from surprise.model_selection import cross_validate\n",
    "\n",
    "# file_path = '/Users/admin/Desktop/day05/home5/output/data.csv'\n",
    "# train_file_path = '/Users/admin/Desktop/day05/home5/output/train.csv'\n",
    "# test_file_path = '/Users/admin/Desktop/day05/home5/output/test.csv'\n",
    "# reader = Reader(line_format='user item rating', sep=',')\n",
    "\n",
    "# data = Dataset.load_from_file(file_path, reader=reader)\n",
    "# train_data = Dataset.load_from_file(train_file_path, reader=reader)\n",
    "# test_data = Dataset.load_from_file(test_file_path, reader=reader)\n",
    "\n",
    "# train_data = Dataset.load_from_df(train[['user', 'song', 'listen_count']], reader)\n",
    "# test_data = Dataset.load_from_df(test[['user', 'song', 'listen_count']], reader)\n",
    "\n",
    "# cross_validate(BaselineOnly(), data, verbose=True)\n",
    "# cross_validate(BaselineOnly(), train_data, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参数调优"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:232: UserWarning: The GridSearch() class is deprecated. Please use model_selection.GridSearchCV instead.\n",
      "  'model_selection.GridSearchCV instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running grid search for the following parameter combinations:\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.005}\n",
      "{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.002}\n",
      "{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.005}\n",
      "{'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.002}\n",
      "{'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.005}\n",
      "{'n_epochs': 10, 'reg_all': 0.6, 'lr_all': 0.002}\n",
      "{'n_epochs': 10, 'reg_all': 0.6, 'lr_all': 0.005}\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/evaluate.py:66: UserWarning: The evaluate() method is deprecated. Please use model_selection.cross_validate() instead.\n",
      "  'model_selection.cross_validate() instead.', UserWarning)\n",
      "/Users/admin/Documents/Anaconda5.2/anaconda3/lib/python3.5/site-packages/surprise/dataset.py:193: UserWarning: Using data.split() or using load_from_folds() without using a CV iterator is now deprecated. \n",
      "  UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "Resulsts:\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.005}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.002}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.005}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.002}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.005}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 10, 'reg_all': 0.6, 'lr_all': 0.002}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n",
      "{'n_epochs': 10, 'reg_all': 0.6, 'lr_all': 0.005}\n",
      "{'RMSE': 1.62678099710695, 'FCP': 0.16124485608851272}\n",
      "----------\n"
     ]
    }
   ],
   "source": [
    "from surprise import GridSearch\n",
    "\n",
    "param_grid = {'n_epochs': [5, 10], 'lr_all': [0.002, 0.005], 'reg_all': [0.4, 0.6]}\n",
    "grid_search = GridSearch(KNNBasic, param_grid, measures=['RMSE', 'FCP'])\n",
    "grid_search.evaluate(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.62678099710695\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}\n",
      "0.16124485608851272\n",
      "{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}\n"
     ]
    }
   ],
   "source": [
    "print(grid_search.best_score['RMSE'])\n",
    "print(grid_search.best_params['RMSE'])\n",
    "print(grid_search.best_score['FCP'])\n",
    "print(grid_search.best_params['FCP'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>params</th>\n",
       "      <th>scores</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}</td>\n",
       "      <td>{'RMSE': 1.62678099710695, 'FCP': 0.1612448560...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.005}</td>\n",
       "      <td>{'RMSE': 1.62678099710695, 'FCP': 0.1612448560...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.002}</td>\n",
       "      <td>{'RMSE': 1.62678099710695, 'FCP': 0.1612448560...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.005}</td>\n",
       "      <td>{'RMSE': 1.62678099710695, 'FCP': 0.1612448560...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.002}</td>\n",
       "      <td>{'RMSE': 1.62678099710695, 'FCP': 0.1612448560...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              params  \\\n",
       "0   {'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.002}   \n",
       "1   {'n_epochs': 5, 'reg_all': 0.4, 'lr_all': 0.005}   \n",
       "2   {'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.002}   \n",
       "3   {'n_epochs': 5, 'reg_all': 0.6, 'lr_all': 0.005}   \n",
       "4  {'n_epochs': 10, 'reg_all': 0.4, 'lr_all': 0.002}   \n",
       "\n",
       "                                              scores  \n",
       "0  {'RMSE': 1.62678099710695, 'FCP': 0.1612448560...  \n",
       "1  {'RMSE': 1.62678099710695, 'FCP': 0.1612448560...  \n",
       "2  {'RMSE': 1.62678099710695, 'FCP': 0.1612448560...  \n",
       "3  {'RMSE': 1.62678099710695, 'FCP': 0.1612448560...  \n",
       "4  {'RMSE': 1.62678099710695, 'FCP': 0.1612448560...  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "algo = grid_search.best_estimator['RMSE']\n",
    "algo.fit(data.build_full_trainset())\n",
    "\n",
    "import pandas as pd  # noqa\n",
    "results_df = pd.DataFrame.from_dict(grid_search.cv_results)\n",
    "results_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 推荐系统的性能评价\n",
    "\n",
    "准确率和召回率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "from surprise import Dataset\n",
    "from surprise import SVD\n",
    "from surprise import Reader\n",
    "from surprise import KNNBasic\n",
    "from surprise.model_selection import KFold\n",
    "\n",
    "\n",
    "data_file_path = './output/data.csv'\n",
    "reader = Reader(line_format='user item rating', sep=',')\n",
    "data = Dataset.load_from_file(data_file_path, reader=reader)\n",
    "kf = KFold(n_splits=5)\n",
    "algo = KNNBasic()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def precision_recall_at_k(predictions, k=10, threshold=3.5):\n",
    "\n",
    "    user_est_true = defaultdict(list)\n",
    "    for uid, _, true_r, est, _ in predictions:\n",
    "        user_est_true[uid].append((est, true_r))\n",
    "\n",
    "    precisions = dict()\n",
    "    recalls = dict()\n",
    "    for uid, user_ratings in user_est_true.items():\n",
    "        user_ratings.sort(key=lambda x: x[0], reverse=True)\n",
    "        n_rel = sum((true_r >= threshold) for (_, true_r) in user_ratings)\n",
    "        n_rec_k = sum((est >= threshold) for (est, _) in user_ratings[:k])\n",
    "        n_rel_and_rec_k = sum(((true_r >= threshold) and (est >= threshold))\n",
    "                              for (est, true_r) in user_ratings[:k])\n",
    "\n",
    "        precisions[uid] = n_rel_and_rec_k / n_rec_k if n_rec_k != 0 else 1\n",
    "        recalls[uid] = n_rel_and_rec_k / n_rel if n_rel != 0 else 1\n",
    "\n",
    "    return precisions, recalls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "0.9499866452991454\n",
      "0.3099777794742368\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "0.9519230769230769\n",
      "0.3067410909958988\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "0.9548186736125025\n",
      "0.3062417907789577\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "0.9521710086840348\n",
      "0.3065956295518049\n",
      "Computing the msd similarity matrix...\n",
      "Done computing similarity matrix.\n",
      "0.9552874023633087\n",
      "0.3131341887300229\n"
     ]
    }
   ],
   "source": [
    "for trainset, testset in kf.split(data):\n",
    "    algo.fit(trainset)\n",
    "    predictions = algo.test(testset)\n",
    "    precisions, recalls = precision_recall_at_k(predictions, k=5, threshold=4)\n",
    "\n",
    "    print(sum(prec for prec in precisions.values()) / len(precisions))\n",
    "    print(sum(rec for rec in recalls.values()) / len(recalls))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "from surprise.model_selection import train_test_split\n",
    "\n",
    "data_file_path = './output/data.csv'\n",
    "data = Dataset.load_from_file(data_file_path, reader=reader)\n",
    "reader = Reader(line_format='user item rating', sep=',')\n",
    "trainset, testset = train_test_split(data, test_size=.4)\n",
    "\n",
    "# train_file_path = './output/train.csv'\n",
    "# test_file_path = './output/test.csv'\n",
    "# train_data = Dataset.load_from_file(train_file_path, reader=reader)\n",
    "# test_data = Dataset.load_from_file(test_file_path, reader=reader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Estimating biases using als...\n",
      "Computing the pearson_baseline similarity matrix...\n",
      "Done computing similarity matrix.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<surprise.prediction_algorithms.knns.KNNBasic at 0x116ac3b00>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_options = {'name': 'pearson_baseline', 'user_bases': True}\n",
    "algo = KNNBasic(sim_options=sim_options)\n",
    "algo.fit(trainset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = algo.test(testset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "precisions, recalls = precision_recall_at_k(predictions, k=5, threshold=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b3dd0cfd6801e5af3a1a42acd9055f97c0112ad8': 1.0,\n",
       " '0c65e8f1e713e01dc0faf7927bc664bd9fc17c40': 1,\n",
       " '87802f926381e3bbef77f9bc05e54c18a67d6234': 1,\n",
       " '55093b74cc2de324118fdce808d49b2b9d5197e2': 1,\n",
       " '844be2898d1fcbc3a28ae4b67b0cb6ac47e89ce0': 1,\n",
       " 'a49c9d055926f345a2d8a35e8f27b161d1afe19b': 1,\n",
       " '0cdee6593f06d18ce5030c04e780e00293855fce': 0.0,\n",
       " '0b1e461904eb70409a5327b6852685491eb4cfad': 1,\n",
       " '8572ca26d5bbd38b2f7e974614c5603f1e833add': 1,\n",
       " '212604727d2859227b792b4b9e221fce5090448a': 1,\n",
       " 'fe5273236a7697d3fa2b106a77fa93eccd8b3275': 1,\n",
       " 'aed07be8dd6d8c4a1ca2fbc7b09284ac44e3a514': 1,\n",
       " 'e740128a5500e4935a4ded8c736599f1e14b8406': 0.0,\n",
       " '9cc06a83ab2e47af3d9f9e817387aa1280766e98': 1,\n",
       " '65561d5387cf0e2a8a1889db1ef90a6dd7128abb': 1,\n",
       " '415c74e0e3d23d809f28ed82666071599fe50a9e': 1,\n",
       " 'b3829a5838e20e2871dd86f40fc428fe5a882584': 1,\n",
       " '738759001498928d8dcb054cd53a1a0cfc200d36': 0.0,\n",
       " 'd6b68d47036a094896c68fff7c1244d43f811ea7': 1,\n",
       " 'bd3478df2f64daf2e38b0550c988157b2c118481': 0.0,\n",
       " 'bddd48b63279ff98392463db95d17fd5ab2d43a5': 1,\n",
       " '904c5b513d5688f18985171e523a1a75c9ff7863': 1,\n",
       " '47445c6692302f52bc8c0bc492ba625d35432670': 0.0,\n",
       " '7be76db45f21dcbb68ff9cc55ebeddcb1db71479': 0.0,\n",
       " '14505ac76b13a773296bbb72638d2b95442385b6': 1,\n",
       " '182b1e1341b1d0df1c95402f290256b525ae4421': 1.0,\n",
       " '67c402c2d27afaa31fcf8dd38d319cabbdd4ad12': 0.0,\n",
       " '44dbdad6ea3eeb7cb5c4f0e74d46319c64b17704': 0.0,\n",
       " 'bf40f6ff247d419d07f720f0fc6af30caf0d99c2': 1,\n",
       " '797cbbace429fee2717a14ff992df0acd3990368': 1,\n",
       " '99d1e4bbb9d8984a67024fb056a11d9e8a70a87f': 1,\n",
       " '40206592bd37747a402f9d33adee7041015728c1': 0.0,\n",
       " '6f0d6861890bfb07248fdcb18b5c5b285a8002a3': 1,\n",
       " '380e5c7a3103f8be9bd9e1ba28ee3b5dad43cfe7': 0.0,\n",
       " 'ed42bde51115c6846c34c3714f575a7a9d42988d': 0.0,\n",
       " 'a42f52e8c5bd57f70b0fbefe252482c30b8aac36': 1,\n",
       " '9b06094a34c6c421b86df33c879b8980d1038cd8': 1,\n",
       " '3fda0222fbca27c0133c9887ba59ddac64ed9c8a': 0.0,\n",
       " '4730c09976d6f42687427eeaea5f4883653dade9': 1,\n",
       " 'ac9b2d6e18aa960b1780951c437a036e932d6caa': 0.0,\n",
       " 'aba3117aae6344fb8d28c711b87b2aa3f1c4be75': 0.0,\n",
       " '36f4c762ab3aed82bca67a2ab2810ceadebdccba': 1,\n",
       " '2969011c97c3c738cb4b0d4605f814b881a55845': 0.0,\n",
       " 'fb58b024eccfd9c648a1c4902487e989954616d5': 0.5,\n",
       " 'b3601384a6765d92573aedbf86d7ff9c8ef70be8': 1,\n",
       " '0a48b8c52f4f5f53f0d485b650239ec688227f7a': 0.0,\n",
       " 'b82d692dde839cfe9fd6d309bb8c46d50089cc16': 1,\n",
       " 'a603b33855282cfabc91f4b0126e5a9dd088fda8': 0.0,\n",
       " '9cc55f495399d3f4ecb309c9eab9ce17250135c5': 0.0,\n",
       " 'bc2e4e2f2382288843ecf8e72c264f739f24c79c': 0.0,\n",
       " 'a56e210b1ecf52fe5c2672f7ed07daa0bf8e901b': 1,\n",
       " '1e02e493252dfbb9f3693266503629cda14aec3e': 1,\n",
       " '2b3e60309a89ea57df2f9ffe7dcb5871fcc8bc83': 1,\n",
       " 'eb69f5a5465388b63fe66a410f7c58e17fb7bade': 1.0,\n",
       " '4eefa3af168fe87c528a1749e7a77dc7ec524cc2': 1,\n",
       " '41b137f112179d69211dff3b03001ace614496a2': 1,\n",
       " 'a64abc5bce20e0411223de1877aa49fa0fe11538': 1,\n",
       " 'ce72bfbf529755b98ec59b0be75913fe7389d365': 1,\n",
       " 'c7ac56114cefd8af85f3dd5522ac31406f345d2c': 1,\n",
       " '1ddda8203bf8fc914a96a96876935abf81d81bfb': 1,\n",
       " 'ae552344f08d59c11b0a0b217f66b17ba9b37ba9': 1,\n",
       " 'ed9b19b00cd7c0142c52b58c69de92f100cccf73': 0.0,\n",
       " 'cb0faf3a97c2fc18ff68afd4b45afa7cdf672f65': 1,\n",
       " 'acedfad21e1fd702aacda8111551f00b1f6f378e': 0.0,\n",
       " '7d6b120165dee54eb072cda6df2288655e54607d': 1,\n",
       " 'cbb5db9d1d401a8c13eaf4e40a81bcf6b3c9aaf6': 0.0,\n",
       " '5f3ae49df777d611f1c8808e9fc48edf5af63595': 1,\n",
       " '878f1573ca4769da3bc5f327f2e0b168675b2436': 1,\n",
       " 'e422b573ab09e19fee524fdeec93b8e6ed7c86f0': 1,\n",
       " 'e5b4f068ec1446a74564b4b8b8d13dcea7d27840': 0.0,\n",
       " '89032cb727bcf19ec0f935d3a04641e8fdd0e250': 1,\n",
       " '05827149e986795839036b59a23ad3ff8dcc4bf8': 1,\n",
       " 'd5079589e4dcbe9470f97abaaeda2039e27317bc': 1,\n",
       " '4f5a390689cac782545149f7293e4063ea51ef41': 1,\n",
       " 'a3f301c3ea0c7fbd9956c2418db7f05fb37d5bdb': 1,\n",
       " '8488b3a592b88d044c7229d508004a4ae759b7fc': 1,\n",
       " '92d2e8ff105b7b7ddc163e740921cafdbcd815bf': 1,\n",
       " 'fd2e8f7a73aceb8ef77e1fcfd58909e815ade83b': 1,\n",
       " '6f054d77f955d12cf93c52e66e11636c07bd89ca': 0.0,\n",
       " '1c7893e59d02b96ad59320217591d753a509f437': 0.3333333333333333,\n",
       " 'e2d46a903ae73569cd147bb33617bd9fdcc54107': 1,\n",
       " '36eaafbea6c0099dfbf8484b3b92859cb777c2c9': 1,\n",
       " '407d8988bdb341a3e133c6119981cdc777f3f9f0': 1,\n",
       " 'afca758dfd06746e0514129f50658c725a095bfa': 0.0,\n",
       " '6f93ce3226380533082604c6de528a79371119d6': 0.0,\n",
       " '9d7bb4fd84ff92d126285a05f5affd721b47436e': 0.0,\n",
       " '31b224a166261939c335224701fabf73499b8521': 1,\n",
       " '6f6e639bb23755f0dec2b57c8cd0e0ba2ee61361': 1,\n",
       " '3877e44d4632df125ec8a838aae59eb04d36f9d6': 0.0,\n",
       " 'db6a78c78c9239aba33861dae7611a6893fb27d5': 1,\n",
       " '460dc7c58fcb56918585c00cec56732194a9126b': 1,\n",
       " 'fde84664f22fc6527d9285fe9fb0115e32098cb1': 1,\n",
       " '8415278575f2183eb0a1acb62ca120cffa98e983': 1,\n",
       " '0091e0326c4c034cc04be6454742912845740a1f': 0.0,\n",
       " '91cf50e35e3fa924450d86ecae248b7cea113f0b': 1,\n",
       " '31d66e645c78c40c36f29955757a833b326b85ac': 0.0,\n",
       " '86cf43472d754d43ee7bad74b1a7a243db53b590': 0.0,\n",
       " 'b6294fa6a76a84789d038b7133ddc308391bacc6': 1,\n",
       " '37b15f2c47bcf8cd3c3891a215154bf0d08df2a4': 1,\n",
       " '71585f38fbe7818d7a0f615493a6051d1e2f4fd1': 1,\n",
       " '6e83b76c715ba128bf3d432eb11cf5384560399e': 1,\n",
       " '581f60963e0ae932b80b89537362327f3a6f6e35': 1,\n",
       " '0b8b9f319392b819025208b2e7732dc0dac0f750': 1.0,\n",
       " '15e7692a0539b165bbe0dad78dea78e2ba5fb37f': 0.0,\n",
       " '8decafe645cce178046ba0dc1ac1f3e05631394a': 0.0,\n",
       " '7b5300922ea9048ba76f2117acc754a5fc2ca925': 0.0,\n",
       " '3fa86e6ea24ac4b98823597232198bcae4e03339': 1.0,\n",
       " '9c6ebf1d5ba38bcb577149b22e19448f655f6252': 0.0,\n",
       " '8c81e9da6182d23bc8478a00c8ec8c11de7937af': 0.0,\n",
       " '292af91291d6d41204732a1cdceb7fcf8fa1d445': 1,\n",
       " 'ebed4965c03cb572d599bd851108e7ff320c287e': 1,\n",
       " '79059409b6d39b1a7447b13f12715c51984c4a6f': 1,\n",
       " 'a53c7836f4aee00fab26f85c3093caa6d6475a7d': 0.0,\n",
       " '2e7bcdd35716dda84446dfad01dd944b8fa4d98d': 1,\n",
       " '26e63833da7d6f5da37e2bb2002df982f929f006': 1,\n",
       " '97ff5488181ba931b5f3078f15c946a8f83b738e': 1,\n",
       " 'eb205edd76495a040adce9a974ac6e0b8f057e89': 1.0,\n",
       " '9755e6e2faf1ba2e1e46f8227690847511425bab': 1,\n",
       " '7ed79c6688ff603b449da8fd8f40480418c3cb00': 1,\n",
       " '865915b55b4b6d355c04cca32cacf107f581dc1c': 1,\n",
       " 'e71847c26d78d2786d9f3eb453024130ec6885da': 1,\n",
       " 'b609782bb33d01178d485e147022c1c7e5c30550': 1,\n",
       " '90b540cbb748698bed8eed0803b8b982b742317a': 1,\n",
       " 'a3f06e95db9a34398d195e17f45152c89011e6f2': 0.0,\n",
       " '68a52fc10451827cc5aea6c2005b7522440302d9': 1,\n",
       " 'd6cec0f8d366dd782419c9916d7f7a9b6fac97d9': 1,\n",
       " '0c2932cb475b83b61039bdfbb72c14580b8fad2b': 0.0,\n",
       " '4b06cf0e7346e97d9e93c2baa1206c50ae7bac45': 1,\n",
       " '7e2f5d7abdcaa4547ee2ae79dc83d82c8778ffe2': 0.0,\n",
       " '81f8ab260cd8900c0b1841e43d83ea9863d7808a': 1,\n",
       " 'ea01cb794fb07af9cb3a29da0bd31126735be410': 0.0,\n",
       " 'a19ecb2aeabe964852c882d8e563c67e004066a1': 1,\n",
       " '72bd55c78af8e459b48f2734d61a90b47ffe02f8': 0.0,\n",
       " 'e457e570a19918f61fa02095c84b1ebff59a80bc': 1.0,\n",
       " 'b0af449f6e2bc09be87d932d6668a038f5956721': 1,\n",
       " '05be6a588cc454d1e400a358c562807aeec8c054': 0.0,\n",
       " '5bd7cd97b85c91408ef0134a3f7b15d84e01a24c': 1,\n",
       " '2a3da9ff87e45ec9225fb57b4c1f98cc6c88de8d': 1,\n",
       " '73606370d9504af965edea1f34dbb05b9d86761e': 1,\n",
       " 'c33319970539d7cd1482ad9963188b60c1e76faf': 1,\n",
       " '4ee429e5977ecd1451680f9a3f007304c5e43018': 1,\n",
       " 'c57958adeb420cead10fb114351c1112096056fe': 1,\n",
       " '247f6232a9953a2f123b0b4734623cd94e3af8d2': 1,\n",
       " 'db4b4de143c720aa15d07deca277e934b8bc01ae': 1,\n",
       " '7395972dcf2813c9fae69e8fd597b9c3d4639121': 0.0,\n",
       " 'e26faa6c892bd4ba6a2b5e0c99ca4a1697d7175b': 1,\n",
       " 'a6d8f1fc0f5ee97cbef387a212963954eb1a2470': 1,\n",
       " '4cb4632e48cd8960dc113eae340adc402a0413cf': 1,\n",
       " '1b69be830f14c336eea9a37a7c192bf1efe3c9ac': 1,\n",
       " '6a944bfe30ae8d6b873139e8305ae131f1607d5f': 1,\n",
       " '7d3ce916263462012df5cb4da764f6bf780acfe6': 0.0,\n",
       " '64764a6af65145a8cc6656e0e5ca62e50dac8fa7': 0.5,\n",
       " 'eead778628d156cb05b8712f6b1493ee4dba3c66': 1,\n",
       " 'f373ceefaa0a2f42149ff2b47d4e78b2407fb12c': 1,\n",
       " '6a2854dbf0d82bde02211f5b139d01c6beb2528a': 0.0,\n",
       " '38e9c264ab9d685dd4a88d807ca9e34b8255680e': 1,\n",
       " 'e10a2a734250800e5d2ce7c255f5756f0878f106': 0.5,\n",
       " 'a0d26046c585210e06fa44c506bd93a6309c4401': 1,\n",
       " '2f72cbcbf49aac438f614626d86c5e93efb82206': 1,\n",
       " '38d0717bbfa7f36c5315c609922a91842c4fbd9b': 1,\n",
       " '93ecbab9b755b9a14fa1b89d6ad5cd12341f99d9': 1,\n",
       " 'ec6dfcf19485cb011e0b22637075037aae34cf26': 0.0,\n",
       " '0f3240a6925fcce19b380e92993f83b2575093d1': 0.0,\n",
       " 'daf65ba40c740c7b394347165b5203636a5df2e8': 0.0,\n",
       " 'c0156afdd84f951477e5421d944942857fbbba22': 1,\n",
       " '1929e0f0d676d0bf91978d682181abf41d3eaebe': 1,\n",
       " 'edbfd8ffc2cf7123f0b56a3465814205e1673b9b': 0.0,\n",
       " '16383573e6e21b1692a4fb68057708ae005530f8': 0.0,\n",
       " '5a52cd6d11b7303292acfde82fe308189c49d829': 0.0,\n",
       " 'cd418e82035b60773b60539462c23037049ff6cc': 1,\n",
       " '041e4667461b1c3c010715ba27581b218752feb3': 1,\n",
       " 'a55ba55b20010caf991ec3e46ab5421450df8191': 0.0,\n",
       " 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee': 1,\n",
       " '9deb23d46e75afe91469dec91e3e3cfa5ecad40a': 0.0,\n",
       " '85938b232ddb94b062c73410b0a8a5487bb07c0c': 1,\n",
       " '5ae75394c81afbed8c602d5ec001c8e17a62c8ca': 1,\n",
       " 'c857d4eece801f81f37b360c41cc4c4bb58c2a2c': 1,\n",
       " 'ff2a500e97ee2a48af641cbadcca17a4d54a4e87': 1,\n",
       " '99dedd05d478e3aa54b199f4432fcb9907456b34': 1,\n",
       " 'a7e9fcf9610468a0ca97bd64d5c1200df09aee24': 1.0,\n",
       " 'ffe2ec5b72cddb8537ad7f0ac191624f8ae2c8dc': 1,\n",
       " '2be94fe8976330172517c748780600f38ff55c2c': 1.0,\n",
       " 'e2f7669fc782afcc760d9f7745b16f49cb5c545c': 1,\n",
       " 'c5490261174154285b55c9e8416d08dcb7ad1195': 1,\n",
       " '1dd2d566e4d7dd90fd80bb027c664acbd0e16202': 1,\n",
       " 'f49ce2c602c59b77ef64b247adf0e7c9f4a37ef5': 1,\n",
       " 'd8af8f8078625562d873f6d2fb9ca4c740bcb76f': 1,\n",
       " 'b7800aaccc59f44737c654beefff565364181b01': 0.0,\n",
       " 'b7c24f770be6b802805ac0e2106624a517643c17': 1.0,\n",
       " 'a820826cfe28ac3da72cf5dbfd7a36633837a03a': 1,\n",
       " 'f629b337d01f254e0d685ccc66ec2fd5ddba78d9': 1,\n",
       " 'af6ddd5b867b383d64d4d6fa9544034e3663297e': 1,\n",
       " '7d6396eefd333a03e6cdba91e1028e9d9a4e41fc': 1,\n",
       " '5c52317ffeb9352de92c5c0ee37d8f2ad5e74b19': 1,\n",
       " '33163bbb1e4071114b08ad645c68b94e8590a132': 0.0,\n",
       " '44bf2bb66daf59a20d7b7df64fda29ec16c74cb9': 1,\n",
       " '80f3cceeac5a7266b6d3696c04f21925e72bf9f4': 1,\n",
       " 'dbdbc21830d42a67e24c3416435a1863ae7edfb4': 1,\n",
       " 'bc81c5b7464294e6790a8346c8717da4675fbf70': 1,\n",
       " '63ae1c84ccc9ba69e84a21196aac81afc374edaf': 1,\n",
       " 'cf400f5a2d5884f119f9c16ce01b54bd667ac6f7': 1,\n",
       " 'fed4d5b731993aef6737cd7e3217b74f0cc08a88': 1,\n",
       " 'e822a5c78dcad66dde91f1ade8b4acc956ebb9cc': 1,\n",
       " '4d398fdfb5299de6de6c1df25d123ea7317efa49': 1,\n",
       " 'b7cc203f28898561fc90862601146f11c4a5fe37': 0.0,\n",
       " 'b161e27efcd0135dabd0cc2cfea477498667b191': 1,\n",
       " '1ae8f776484cb6ac33e919cdc4da8fcd0100324f': 1,\n",
       " '603f2138a76c917e3a54d81ee46675a95adf64ab': 1.0,\n",
       " '8009d30b68b3358830061e520267aef32015aa9a': 0.0,\n",
       " '2ad2903d73cb2618f7704e73981a5140f4ad705c': 0.0,\n",
       " '1fc2a7f42424249718cc544a0a1036a69d5bc7b8': 1.0,\n",
       " 'b04ace799fed7546be803d513eabdded3a62337b': 1,\n",
       " 'bcec42222845cae58e075396b34b7adde001fd6f': 1,\n",
       " '1c212c35295378bb887b5172d22814e9e8b6936f': 1.0,\n",
       " '2fac7afce7ec67e32237b646efb6d8b0349c60ab': 0.0,\n",
       " '3e6dd161e97e7bd0e20986e7f5e391e5d24e0a62': 0.0,\n",
       " '4ae01afa8f2430ea0704d502bc7b57fb52164882': 0.0,\n",
       " '33e3fc88b0ab07f872bf7515413887374dd76ad6': 0.0,\n",
       " '469b71c76a2fcd509a49d6672f914bca6e5a908e': 1,\n",
       " '74682f778695033c192e2c5626bfe1277c361b3c': 0.0,\n",
       " 'aad701a6914d02f79a4178346dce08c686995014': 1,\n",
       " 'eb1b9f8615a704cfce07fdd5b5b6081e48380624': 1,\n",
       " 'd3f8b24dac9d792bf1062459187045a7cef67e25': 0.0,\n",
       " '581abfa45298712793b440924cf24c6add26f045': 1,\n",
       " '68a07f6dcc59e4101ee2fe301fa246d7c6b3abfe': 0.0,\n",
       " '05a82aa743db5b6c5965e72d458d7c0755fd9f0f': 1,\n",
       " '76235885b32c4e8c82760c340dc54f9b608d7d7e': 0.0,\n",
       " 'abc1a8c7d07d50fbacc8a4251f904d935118e653': 1,\n",
       " '990839cf42658790bb57023bb1a8fa32716ec76a': 1,\n",
       " 'a3524a80c719ef46ae4d8c1e340bc4efd2b5676e': 0.0,\n",
       " 'dc543ff951c23be4e9e8fdf6f39a23cef85f3b5e': 1,\n",
       " '51952a9983e002f45ab0413bdc1a9ed541b0e7ff': 0.0,\n",
       " 'b6e9dbca8ab3975756fea72c862b8331f3366ea2': 1,\n",
       " '1c6bd0188b8750a76c889107a7fd6d1a1db78d82': 1,\n",
       " '6e4697a64442899e7fa6caabec3fe33aab8d2843': 0.0,\n",
       " '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c': 0.0,\n",
       " 'c4f427749e10ed90addbdfffa102e002d239a17d': 0.0,\n",
       " 'b4cfdefb94d1df6714c9962923edb73470e6fa7b': 1.0,\n",
       " '9e897fb0a5a4331319bb0f46a153800f804e305d': 1.0,\n",
       " '237707321971d7f90362cdb41ed355fc8592e7ce': 1,\n",
       " 'a2fb22acbedaf28074932adf24c865583827aa0a': 0.0,\n",
       " '702377c7b2fcd3e9616ef3f97855f7612e1c30ae': 1,\n",
       " '14522a681af934eeefce567d71fecff6524558ea': 1.0,\n",
       " '1a6916b63039c3c56c62de345c284c11a075eb96': 0.0,\n",
       " '0a41c6758ee298ab28e69510e705efef43a6c30e': 1,\n",
       " 'b5612eba99794663ea35a777dd6539fd69b6a357': 0.0,\n",
       " 'd31812bf2d7d912deeddab6777528ba16af64a25': 1,\n",
       " '261ea96dea056f44efc267d6fbc5718240aa82b0': 1,\n",
       " 'cb40dd0fbec81e967a3631e161fcd04933ea968e': 1,\n",
       " 'bdfe2902dfbb89d45be91dc412757c0065ce8cef': 1,\n",
       " '1d6cbd66794057c2e41c72500a628ae9609cd7bd': 1,\n",
       " 'ee30810179c611d32705fe0b71333dcb8703b30a': 1,\n",
       " '680523f7eb7e35253991b5effc816947d5682602': 1,\n",
       " '27021d05dea13541c686d9b91dfc61b12d54571c': 1,\n",
       " 'b7032f457c624e23113c39b2f9c444a961c3fdf8': 0.0,\n",
       " '443f36aa381ab12bd4389ed4a60b626d877280dd': 1,\n",
       " '943e8b8e9f016e0d22a0348d86da9c2b905058f1': 1,\n",
       " '661070d2e184c0eaa61b81cdd995049907097763': 1,\n",
       " '51e5cdf404df24fae01da03a925208421bffaab6': 1,\n",
       " 'c0310d4e2506fc2eb1b58058e7439ed53297f62a': 1,\n",
       " 'fc947a22ec07ed3d67139e5f62a28c502dd35ef3': 1,\n",
       " 'dd1502ae4618cf69bec0584b125657ffdb5c0a63': 1,\n",
       " '4c3ad235813047dbef8528c4387a142a411717ff': 1,\n",
       " '6b50806e254895ec3c9a0cb1bee7ac30d80a0f77': 0.0,\n",
       " '291f236b8d5fff87f5fc19ea48dbbf44e22b4765': 1,\n",
       " '80ae8f21a060a7fdb7b5d4bb3d5f3021e624e19c': 1,\n",
       " '3e7d4bf4ebd5ee8fb5adfad0c57b32f5493679db': 1,\n",
       " 'f6ae5e682750e815c1709ca99138d03b039839d6': 1,\n",
       " '53ae31c08f171af97bb8f63dccc10974118a72df': 1,\n",
       " 'a5952ba12c7183b8cc05919aaaedff9b75cf89c5': 0.0,\n",
       " '91f3c500756335ba6b3862bb35677f59ba5db301': 1,\n",
       " 'b7948bd0aab3932852dce33f89604a85736a449a': 1,\n",
       " '53f5a96ce4fe0b735815c877e225225e95061b1b': 1,\n",
       " 'b04e41133dd3d30a5631cc8589a1eadd48a8bd53': 1,\n",
       " '326333599ab77a22fc3a96f14d34f16d359b803d': 0.0,\n",
       " 'e5ca3ed1db6c3eb526c69d59d62a0c85a09032c8': 1,\n",
       " '8b835c876f02708d2aa4eb8f273a59f0cc5a634c': 0.0,\n",
       " 'b8ec63b3f4ffba63f75ff62436633236a3e9773f': 1,\n",
       " 'f8a96aec1ac65e63821aee11d12b8b1a18600e2b': 1,\n",
       " 'e48c6158eb587c2c298aeb086203b96b95ca5026': 1,\n",
       " 'c0eef7fea03eebfe01fb79e9144d13691ef7acd4': 0.0,\n",
       " 'fffb0b218640d86e5cb99d41cd3ecad977142da5': 1,\n",
       " '46a30549ffabd8b1497807b72a3d81ba5a87e1b9': 1,\n",
       " 'ef877f677514888d4cf44950dcf05cdcdea7ab61': 0.0,\n",
       " '25f83a09541073b1bde62e6e513cb938d3b148de': 1.0,\n",
       " 'bb279e21a433803eb4a3dc5d31d2fed80d06fc98': 1,\n",
       " 'b049e48e1e2ce99a76c11230fff188c78c00ad46': 1,\n",
       " 'e758744c785cf81413572fea587dd240566efe1b': 1,\n",
       " '1272d32979a6ecd4f8b48cf25c9738c2298e0b4f': 1,\n",
       " '04c703659be6c98f8435e36ca95ecc157a32e94d': 1,\n",
       " '1c144a0706b25feaaf0bcbcd2b45a80c6dc8d2a2': 1,\n",
       " '91baa5427f8e3707a2482e7b2ab395adf6d920bb': 1,\n",
       " '96f7b4f800cafef33eae71a6bc44f7139f63cd7a': 1,\n",
       " '4e2ff7def32c0c25aa981899099972565f14fd26': 1.0,\n",
       " 'fbf540ab76b0e0142836047e2b4fa8bc6bfb26a2': 1,\n",
       " 'e2646fae2a6c2d7db7626e4c50ac5a99a10563a7': 1,\n",
       " 'aa1bbfed305e663adb07e34451ac7cb56e33bfdc': 1,\n",
       " '84dcd5a54d63a2a4e9eb5ec00b6b1cb6ec17ceeb': 1,\n",
       " '35e09b003ef49024896e438623c6e739051db5e3': 0.0,\n",
       " 'e33daf7524a179b9083abdf9937c26fd1ae6fd94': 1,\n",
       " 'fd1b27f610d1bf8d443f9dfe28153c9049853c5b': 1,\n",
       " '64dc7529b7758d3840973310cc66f00f337d4cb1': 1,\n",
       " 'c7439e024b3fc054c97153563222494f5d735226': 1,\n",
       " '1d3415fbc71d0a6b3532a4621a6d237ab3ca1016': 1,\n",
       " '4d77bb2aa149aabdea3744f3f8c4b0aa4e85cfeb': 1,\n",
       " '0aa58dfe65b26c0bf688e92781a64e068f7c272b': 1,\n",
       " '90aa8d147f236714441093a3fce50f49d91fccd3': 1,\n",
       " '5453946ff3e3eb0d1fb4ea05b77dad83a97332ac': 1,\n",
       " '49b142551f26ec13c3376b1d5601eff26649927c': 1,\n",
       " 'aeec3b09b6e7e7e1e0bc6a237da0cd27028f491d': 1,\n",
       " '83edc54122fe4ce893993b2d0b43d9fd589a9760': 1,\n",
       " '1ee591a388274035a4fd8a4ae40a9589d320bb9d': 0.0,\n",
       " '4de2f6e29d16e9b2e25963f033fbceed655d3ca8': 1,\n",
       " 'a880f58a344f3cfe2fbf02eeab89dcc7899a6e08': 1,\n",
       " '87024dfca766888f3eb47b2f1b71e2eff60ddb86': 1,\n",
       " '842905cef8044eaa71ef0e29cdc9b864a758ab68': 1,\n",
       " '0d934a542484ea76a2a2a93610d9d905d2b48201': 1,\n",
       " 'd6d6608fc13155c03765d550ba41b8297d655b30': 1,\n",
       " '610efea201db75f08b00a9d8ce95a32f16d0c5f5': 1.0,\n",
       " 'a4bebb4118579d1ebe032f2cb13fb2a087f4f672': 1,\n",
       " '7f8e0765b9c3fcf9b9961edbfe5f911768d928bd': 1,\n",
       " '87d1961b2d4dbd32555a5c673d8f891a64584ecf': 1,\n",
       " '19f61f1e4f9530bf9e166dd61c9eb36185b58bb4': 0.0,\n",
       " '9b4ee959b873f6a0334862d0e6c1aba6a61a0d6a': 1,\n",
       " '9fa64028edb38558a2dbcd48d3a9cace98de5c3f': 0.0,\n",
       " '6c0b8e1213f4373efca938d467cb4e88786fcfe5': 1,\n",
       " '95addeca3076b4d5ecd97230c22e913aab247d3b': 1,\n",
       " '5d7819db206a7776bb60575ba758d747bc045809': 1,\n",
       " '4d1c30f899b7d582c2b7931c16bee27e37756aac': 1,\n",
       " 'f9cde4980e0a394c1d6eafbae85eca919ae21f74': 0.0,\n",
       " '9b6b9f07e9f142aba223ba839419fc31adfc8f74': 1,\n",
       " '062eef2a03b53d2b10f5018135e3361659c6a3bf': 1,\n",
       " '6d625c6557df84b60d90426c0116138b617b9449': 1.0,\n",
       " 'a61de11bc8fb9ff62ad9bfb763b87d1e41de0b7f': 1,\n",
       " 'efb4898ee148c9dbec3d714069739c303a595d6e': 0.0,\n",
       " 'afd10e13daeaa6373867cc2dd5944080d3e65a22': 1,\n",
       " '62d59a3a252b58415e7aececf237de61535b7d5a': 1,\n",
       " '1c1b59c5ca4089b31e75b3c445c21db8cf719470': 1,\n",
       " '57090fe155583b78dba9bf1e327364c73a92560a': 0.0,\n",
       " 'af58d32d734f67dbecd3f2be7746f44745e66cb1': 1,\n",
       " '177ed815f85f5a2a0b29ca286b76689fe1f77e9a': 1,\n",
       " '9d3ad5f42a0f899f190d395abfaf5d25135f495d': 1,\n",
       " '559deb986c72bdad964e90becebaef3437e657c8': 1,\n",
       " '3e5f315f234e7da581f288aec732918c0c170c84': 1,\n",
       " '294128fba462c42f54de725387370a4ff220c9c2': 1,\n",
       " 'f260f4de52ef19850a8d06360ca834797ab894f2': 0.0,\n",
       " '8afe2afb6fa4c88f4a4f53e37b3960a8ec971a51': 1,\n",
       " '98eb477b9b121ab4775d8ad611ddfc67e9edeb8b': 1,\n",
       " 'a0169cbcc939f1ef5fded0e109f71525936498cc': 1,\n",
       " '0ff6e62a36842ec370a20378ce115036f7e7fa49': 1,\n",
       " '352121b7fa5e94b2b5458a1f35587210007c5bc1': 0.0,\n",
       " '9aa0651b8f87752b3114157b25537d9c33049aa2': 1,\n",
       " '7a5c1696deb4b6acc6abf6252b996992dd33a2a0': 1,\n",
       " 'dd0a2cc711c7ae2deb57c0089ded533db473d5b1': 1,\n",
       " 'd2423c01882062ac950909b0ffe96b30e54ab063': 1.0,\n",
       " 'fe5be30bf1f8300887ae142698ce085611617d5d': 0.0,\n",
       " 'f99a25251dfd3c44b629c3658bf6c0d0a7a3d0ce': 0.0,\n",
       " '9c2f4ed1abe5902331b5ed313b3bf8fedd009ead': 1,\n",
       " '5091eecddc086a906dceb751098e0a395f9de5fc': 0.0,\n",
       " 'ef6f8b6e34b0305ba4c77e7d56390cd2e94c60d4': 1,\n",
       " '69b801985a8bb011ddd5e88de1e201d1ab717a51': 1,\n",
       " '2eb0876f28b485ed457921f6514079bf6be1e0cf': 1,\n",
       " 'af2872900d979322cc06b3bdf9b95b9067ff3cf6': 0.0,\n",
       " '6b20fb6131e0ec7eff05bbbf81355ff4691b5bf1': 1,\n",
       " 'edcb7243f7c6335c5f8bb8dc3673d0261d0f60bc': 1,\n",
       " 'b3fd247eacc406f9852b69b9d895ea6719d9217a': 1,\n",
       " '0d91005d4ab956b58e98038423926c565cd3ae4d': 1,\n",
       " '7df11ac1287a8b3e4db7d0d3c4967f92ed407a37': 1,\n",
       " '958b159e79ebe44c0f9caa5ecd69d297a60a1601': 0.0,\n",
       " '240377b41f09e374f97ce0cecdbcfe39c7a91099': 1,\n",
       " 'd4a4461d1c5ec39b6a6a78e84d39afea68a221f6': 1,\n",
       " '5394e6749c02d9ebf5a91eb026823eb6aa775def': 0.0,\n",
       " '315213e4a0e89abdd69633c46f83b6e1dc0e8d87': 1.0,\n",
       " 'a416cc4fcd150af7b4f1284e70ba3a2642d699d0': 0.0,\n",
       " '1a934124543f99f7c49f8d669e94e60b62f52ca4': 1,\n",
       " 'fe9a05c03c29da973743a83b80d1660748077432': 1,\n",
       " 'dc8c03596414b8efd2d5cb0210a599e376bed7eb': 1,\n",
       " 'b048f21afd5e7467f187bf9f9d413e97c32313a9': 0.0,\n",
       " 'b41d7b48dba83a5237f2d2e8fa5533d522293e3f': 1,\n",
       " 'a13b5b4ae087e75123c73a303c51d1e5848fd6ac': 0.5,\n",
       " '03bb46c9d0abf2b23971fb3bbc7106650eef2d7e': 0.0,\n",
       " '476081b0f3867e7f08f9a5ba2945848f8ddb3712': 1,\n",
       " '1aa98146660b04c53bfbf0f2fb279be4869c3dc6': 1,\n",
       " 'a56490ebc7569888106c72cb203f0d6680dd22b1': 1,\n",
       " 'b82249c24013f888a5bdb81d9745df3bf01c2740': 1,\n",
       " 'bc45af41217a2760dcba1256428e8c46dc807927': 1,\n",
       " '36b2fa1b63c7d34161743fecc2307c834fb28895': 1,\n",
       " 'a05e548059abb1f77cad6cb9c3c0c48e0616f551': 0.0,\n",
       " '681862a52463f9c2371d0fd8f4f08bdd77e04c4d': 1,\n",
       " '4540b216303f9cab3f8b95afae8d8d4198a0099b': 1,\n",
       " '54c89ba6bfbd7b4e8fde463bb8517a818bbb53c9': 1,\n",
       " 'debf04dc814231971b5cc1df62263dd7e7715c53': 1,\n",
       " 'ea95dd7bfb1ba0702568519111731324e9f3aa37': 1,\n",
       " '8c7dde067f53a622566f80cbda608d749f75d710': 1,\n",
       " '131393f15a718277ff2b12932207e9c4ada8fa55': 1,\n",
       " 'ae30cdb5967e1f645a03d329ae90d805ef3e9268': 1,\n",
       " '857e7e6740ebe5155f18e1c5401ddeca034bedfa': 1,\n",
       " '787e24589c45432510a87c70f9024e93c6dda21a': 1,\n",
       " '0252af4ecf2fe37944c110ba90dfe3000139ecfa': 1,\n",
       " '3f2f52771ef60d22d9259ecfcd0b3c4a1d5f000f': 1,\n",
       " '382a01bfd76a834d1bc309ccb9f6ee1be218def7': 1,\n",
       " '972cce803aa7beceaa7d0039e4c7c0ff097e4d55': 1,\n",
       " '8aab962d9a89e14f80249e7d91a441b36f762c88': 0.0,\n",
       " '30cc99a1b03a19cc162b286c76047e58371ffb3d': 1,\n",
       " '181302207b8c8c2360c166e3421546217c7fcd90': 0.0,\n",
       " '2bdf727016e374aef898f3a981d3e08bc6c96ef3': 0.0,\n",
       " '86741d9ecec1e02129104ba9e85c072bbf83167d': 0.0,\n",
       " 'b26dad39e0bf7ae4bba7f1b9f5453cb709aa8d3d': 1,\n",
       " '7b7dfb1b660ca9d1c3dbc604ea1f2c61a6467b4d': 1,\n",
       " '18fc090b6c4a644ffe51a379ecd8aa83344de4dc': 1,\n",
       " 'f6bd7edea9bb7c4026ba65e2e08a78ae0b4fe35e': 1,\n",
       " 'fef771ab021c200187a419f5e55311390f850a50': 0.0,\n",
       " 'de19d8cea135de5710fc54be128b8a4698ecec33': 0.0,\n",
       " '555037f5919051a29ea13ad6d60e962392700f9f': 0.6666666666666666,\n",
       " 'b773e33a20b72a8a62e8cdfb322a26a43add82ff': 0.0,\n",
       " '4316468d5af29d758ad539cbfe474da769e0dda4': 1,\n",
       " 'e49a8d2f2d70abbed7f3a47cc5e598fe0810001f': 1,\n",
       " 'eaa2b3c9e086a662ab15e10ca6211a3207f40a50': 1,\n",
       " '926bb036b93f3a8c55b6d58d5ffb7f009dd5d0eb': 1,\n",
       " 'c44553951e0dade2d5e718aace67f5c8dfdf6750': 1,\n",
       " '6a49ecaa3727df93615074768fe683491d274377': 1,\n",
       " 'de63e9daac0966bd9f9af959831a56c955849774': 1,\n",
       " 'bfbea9d9bb21513ea6fd46bb65861a297d6bd4a1': 1,\n",
       " 'c17fc9d20bc9699e94cb893a84ca3256f4a8cd02': 1,\n",
       " 'bd475c2a9fd071d09ae008420d5a2981c6f2d605': 1,\n",
       " '7da15e1f694d26bb9c47593e89f95b8d01479e4d': 0.0,\n",
       " '417bb8a7234014d0bdfa19e1e65e49936eb296ff': 1,\n",
       " '0f32755844786210adb20174574df58853d4a673': 1,\n",
       " '6519e438b19003b78936ce35f9b85da0984ae68f': 1,\n",
       " 'f0214221312e5ce5f7e379757db82e455ea9e183': 1,\n",
       " '848d64d0b30f1dbcc17aaad07036162f267b1e7c': 1,\n",
       " '2c521d7a566d87469beb69516bcc948647ea8b9c': 1.0,\n",
       " '05d5496b50b377bd358e83483fc97f313ce8602a': 1,\n",
       " '0accd35dc2d81595a034dfab81c1d2f9a4dafcfa': 1,\n",
       " '372e357da12ab58dac539048182740ce27a10b44': 0.0,\n",
       " '94ef5bf221350937b90474419841bba3fbaacdb1': 0.0,\n",
       " '00e649bbb9518d771df32d6a6a0f96debc8873e4': 1,\n",
       " '3b86d9ad06af4a4da56de902633b9a6f6d2ff4d8': 1,\n",
       " '35f58a3950d6ce3b6ad0af578f3a8d8f3d0c6ccb': 1.0,\n",
       " '2c4857aab900458ab8b684b9c3bd12e4e795dabf': 1,\n",
       " '6bfaf522b9bfb59370d8adfa7f6093579502d775': 1,\n",
       " 'c1255748c06ee3f6440c51c439446886c7807095': 0.25,\n",
       " 'de27b74444dae039f76e421362c6a914da9f8b41': 1,\n",
       " '9765505e3e4a7bdca1353be6ee0d46b77fb0fb8f': 1,\n",
       " 'bac783309fd387800ee685b6bbb23c24c1b68ea2': 0.0,\n",
       " '440385a64c8ddb5d4c19f77fc9b1fd095fd3a12d': 1,\n",
       " '83091a7e80d342d26edca3c56215c60520c99b02': 1,\n",
       " '3c1730b0938608fafe44ecb389db64ead936bf04': 1,\n",
       " 'ef4022d9c5b650a23d7b6df383e41c89b2a2ca62': 0.0,\n",
       " '287e4b4fd037d4a7a0be0e5d413b53e503db9746': 1,\n",
       " '93041c61f07ec6570fb5385c47cebcccd2e3e725': 1,\n",
       " '6510770d4dca21285a535469e1366acf9157376c': 1,\n",
       " '003f1e939952a57d1a5bc990727acad5ceea97b4': 1,\n",
       " '172ab6730253c660c98d4d89518fc8d49d5b5e7d': 0.0,\n",
       " 'ec2ae1c124ea0232bc1b44e9fbd21b4c24a624b9': 0.0,\n",
       " '7a519e5cfb193318ce610e51939a820a76898d3f': 1,\n",
       " '75957573dbb66e786951b1089b4cfad14be40f62': 1,\n",
       " '33a1286454a3cff06e3c2324be746d2e23d7c270': 1,\n",
       " '66b8144812206f2d6b159c3e0c2437661820a754': 1.0,\n",
       " '32c0b6211261e3a941b1dffbacba366beb6b1f6f': 1,\n",
       " 'd7d2d888ae04d16e994d6964214a1de81392ee04': 1,\n",
       " '2a3c8d83407361c91f17fc114ef23fcc50e630eb': 1,\n",
       " 'aec040f725eb7cd94f5cdba259dd55d8526d9a0f': 0.0,\n",
       " 'ebe17fe786af2f23ed9d0e8295e131b8411ea041': 1,\n",
       " '454d88001c4ffc6e409110855fc5ca81e128f6b1': 1,\n",
       " 'd874842a9f1b63ab781df60e3cdf7a22600bbb46': 1,\n",
       " 'bd94799ca4b7e5fadbeecf51637d522a17a0659d': 0.0,\n",
       " '5ab679dce5cc6ac32d8d7326a72fc9cc8f0122c9': 1,\n",
       " '2e1b140230efa01f6b4afbdf7f4462093059585b': 1,\n",
       " '2d004f18b9eed352f40ace682dc81650015851b7': 1,\n",
       " 'f026fc9271ce946ad5ba3ea383285bd051a3e7b1': 1,\n",
       " '01fb9e9056b203570a016070a1a6027c0e2b0eae': 1,\n",
       " '9215650e56636976a17e28c623d0830833f970f1': 1,\n",
       " 'b27567b08b3611a5560887558e4def991c0f0cd5': 1,\n",
       " 'f2a03543373cfed80f076f3337360630f084ad30': 0.0,\n",
       " '86582c3f4490c0751988d5782ca02d715235adb6': 1.0,\n",
       " '3a81a332ea5026565dfb9ae1303bbfa68c25d8e7': 0.0,\n",
       " '3d723246d0d6a59b3bde82a2858fac751035c17d': 1,\n",
       " 'f71229a198e9475110eea9f3215b5f7e0ffe9083': 1,\n",
       " 'd3c10945d8e80bfdb6664f92d0fdb51371620b05': 1,\n",
       " 'ef7d69342690c1b110267f1497b4d12bbcaca0cb': 1,\n",
       " '95926d03f275f4a3f04f068c2015e101a93a9292': 0.0,\n",
       " 'fd1ebc6caa7ad07c84677ba6bada683077bf0f15': 1,\n",
       " '2449f618b43cc1f407670dab3a7f129a127cda4a': 0.0,\n",
       " '115831fd28e6e97dc226bef2f217f387c2b072c1': 1,\n",
       " 'b48c847eda0f305e195d33de05d56c79692352bb': 1,\n",
       " 'ca055b9072e5a68d89f42099869213404f56a981': 1.0,\n",
       " '83a962d51bba2205ea420306b84fd1ae28692b84': 1,\n",
       " '904a9b07ca93690f88a12c4c12eab5e0b8a41c7a': 1,\n",
       " 'afecb94d7a30492b9880c5f0698f07adc01ed62b': 1,\n",
       " '47ea89d3c206dc77960177b663e3a21ae39d28a1': 0.0,\n",
       " '7bcddb67f19237b576a04ffba65bbb5436085f36': 1,\n",
       " 'ee3e4c913a61c336a543fb880329e29ecfbcf4c5': 0.0,\n",
       " '91008efedbdb903424a51e3cd18b8b80624dd4f4': 1,\n",
       " 'b1054cf00f4b3d2b7fc1548b19e423a50639c22f': 0.0,\n",
       " 'e6241a88ec7691261b28187b53701796b067172a': 1,\n",
       " '3ef9a00499721d7ece643aebf8492595cda18b30': 1,\n",
       " '30e13bb5d68e5300d3316fafc96da5f0313d84cd': 0.0,\n",
       " '113cc950a5e433abe82419e7c3bc200d0d1ccae7': 1,\n",
       " '8dc2a86b52a3e235fdbc3634bb6015728bde4b5d': 0.0,\n",
       " '7c497ed2a59bad0ae5fc66fa9d06d51740cfeaec': 1,\n",
       " 'b025fb9388b99926faca0e0cc1aedce4b262ec30': 1,\n",
       " '3b93435988354b1889de1e71810d1dd65c4ba17c': 0.0,\n",
       " '3620aafb7cd73000a77ef24496e7e9f7260cacd0': 0.0,\n",
       " '8cbcb30da89e66b46136dca4f3ab5d70893f7db8': 1,\n",
       " '1a43a7b1bf9a79e34aa16694ebe298454b53a3e6': 0.5,\n",
       " 'dafa73453d0b727c537a18dac1adb07b17220b6e': 0.0,\n",
       " 'd8d854c5dddcf5a595c47f452e3ff02ddf4ae0ae': 1,\n",
       " 'e02d77b779fe9b8aa2c14dd58a0577356e86ba49': 1,\n",
       " 'a59172a6d20b0f970783b7ee8df9134fb563ccda': 1,\n",
       " '8b69252c45ca4d844e46fdf275e81120fcec1e42': 0.0,\n",
       " '5588ce55d35d7c70f06e1928ec0967117c5d712b': 1,\n",
       " 'faac63332d6cf425de13dfd548c839d37d730551': 0.0,\n",
       " 'ba03cea9a1e71ed75adf56bccd75ac14a72cac1a': 1,\n",
       " '17a76ca1ccab615d11305f7edce4654480ca98c3': 0.0,\n",
       " 'f89e6c35a468ba075b07e687b1f4a1ca6c9b4f74': 0.0,\n",
       " '90b2e3561293ecf36e675ff4ddf4dc5d3f5c9d05': 1,\n",
       " 'e9db66c0ab2a9cd538ffe6bdb677245a8c1c7d27': 1,\n",
       " '6ccd111af9b4baa497aacd6d1863cbf5a141acc6': 0.0,\n",
       " 'd964fc033291078031d117ed10adfb615948256d': 0.0,\n",
       " 'a70730ecbfa6adfb3833225632d771a085ee92a5': 1,\n",
       " 'cf2d7977137bd0410a53e8deaa9ddeac21063b22': 1.0,\n",
       " 'a76b95e9774249de389dda79f7b25c5ecc2581ef': 1,\n",
       " 'c29acdbf6529e1819625b3fc5eaa02057cd92fca': 1,\n",
       " '24df03cf3e50f874da1893928be5cd21866631a0': 0.0,\n",
       " '38e7d13630ae6a3bb49ab5694b828b148f6b3fe4': 1,\n",
       " '9960da85bac095051eeb63539f28396190b7805c': 1,\n",
       " '0a66acea5854a05a1514cd259124433b4190534a': 1,\n",
       " '8ff326e2868e5a93c74c27450da7666ac9a966ca': 1,\n",
       " '017db04a4c7362734eb16838980b3a1a3bdb2754': 0.0,\n",
       " '63e7a5b340455557e4ab6fd10be9ea77db5098bb': 0.0,\n",
       " '8183bcf10f3803394eb698ea5fd153ee799fa47d': 1,\n",
       " 'a18aa09c5b8a1c03d03cdf6d8eb11c2bf5b907cd': 1,\n",
       " 'f5b0948fe582dd56eaa01979ae936633b5f59192': 1,\n",
       " 'a8d7a7e2d0abbc65da5f9d8067569c3d32c09c46': 1,\n",
       " '6ab05ef04570a913054c4a8e99ed30d7b955ebf3': 1,\n",
       " 'f46a6f4684b81a6414236c0bc34d3b8d067b8199': 0.0,\n",
       " '332cf81b20e0b4234ba43df07f7675deb221bfd2': 1,\n",
       " 'c6a6ba78c6b6a5aa2f3a1c689c634eec5c9248c1': 0.0,\n",
       " '96d9f022ede95299f7aae230df7fc374185f4d7a': 0.0,\n",
       " '1a83cb73fdda50eb18d41b828860b265e7b52945': 1.0,\n",
       " '74699ee2d3879b0ad896c924a4f57c5fe804bde9': 1,\n",
       " '175dab1f04235c339975e1e983e0892013a0fa22': 1,\n",
       " '00790e947706db2dbeace2919487b6f3b9db08a1': 1,\n",
       " 'fd84693afdb35030ebddc69a43d273c5b90e0c2a': 1,\n",
       " 'de596620084b9ff48ac14c683f02c6fa68270124': 1,\n",
       " '596747cb6532aa785e4ae5d2057a2b13a9b7a2a4': 1,\n",
       " 'a429d1c9bda6317b289f9eb1bdf4fe092207da11': 1,\n",
       " '0db21015e73dbd640570c57cb20dd7171195b138': 0.0,\n",
       " 'd90c31b67dba80b2aa26dc0a6f595a16ea838b24': 1,\n",
       " '755e9959e1c7efb6893b537d54d9df0ba6447e75': 1,\n",
       " 'f7242534bc320d1da52e2470bb854203d5629453': 1,\n",
       " 'e213cc1160072366f6e08cb820192dae46cf21e1': 1,\n",
       " 'eb7f56f9aac414280a4cf9e3332049b88ddbbcd3': 1,\n",
       " '4e11f45d732f4861772b2906f81a7d384552ad12': 1,\n",
       " 'e887ce43ad08fb70f6c966f6489f29542b3db3c0': 1,\n",
       " '8f8fba1db999d9705f248f79b1b05f40fbd7ebb7': 0.0,\n",
       " '4fb11828f0a9b7a38f767673ce9a431e347a9ca7': 1,\n",
       " '9cd63ac51da88b5acb18dc87169e24bf530e257f': 1,\n",
       " '8f8a2009d4376f3a3a47cc955b3cf89a6e1525c6': 1,\n",
       " '33825a5d5b1b2ea935a9fc2f4a3cbf8e97e6280a': 1,\n",
       " 'b4d493ba086f4453559f35af297b53e93b952a41': 1,\n",
       " '70730a1201b7b4d75e185787d3744a539010a478': 1,\n",
       " '3db93b4999af1c4957a7025c150d1a22f5877417': 1,\n",
       " '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3': 1,\n",
       " '18765abd13462c176d9ccc89e71bfc23265dfed7': 1,\n",
       " '7560076aa3ff4c9a46d917262a87a3d830543469': 0.0,\n",
       " '6bc94c7f831bf4741ecfc267180c614670f578e1': 1,\n",
       " 'dd3696048c81b1aff836a606cda7e14be5bb92a6': 1.0,\n",
       " '5e425be74ca3ce7176956f09c9b01522863ba238': 1,\n",
       " '3a34be849c7377037ecb43666ca8aa5988197128': 1,\n",
       " '4fa654da772c56c42fe2fd7f96a9ffed37493ef2': 1,\n",
       " '5c4bc371cb958b343c0fb59a7c50c9c742d1b9ed': 1,\n",
       " '40512c7d4dbe8126c88a794a8bc7bf094b401d64': 0.0,\n",
       " '0e054025ada9a468db77357762e21a9620a013e2': 1,\n",
       " 'b700a3ffb75075084f08ff16330c30afc75b5ac4': 1,\n",
       " '9f99c76c74a3b1cb7a62c5d9477e675c55f82fe4': 1,\n",
       " '535ed77c299c240a81a82bc3edaae35e062c52fa': 0.0,\n",
       " 'a59f697ce786324e63b921b71ebad5a224000cb7': 0.0,\n",
       " 'd0ebf75b10401bba14f2630d9bbdaae488cbb698': 1,\n",
       " '57107a3feced24c067db22bce2d59c02d53ad04e': 1,\n",
       " '41e6f402d51e0b5526841ef84396536a7d9f1735': 1.0,\n",
       " 'e0152edeec1154b620b083fbb095f1f0f4de5e2e': 1,\n",
       " '3194cd96455b89ec9af01c32eb89b98ef68a7244': 1,\n",
       " '92b8873510e97f447b04b18efbc612787a0b051a': 1,\n",
       " 'c1301d949c5eb88cd9d8b5de4524b790ddd53cf3': 1,\n",
       " '0e1ae674e3bfc3f1517cec11e51478e63f12a657': 1,\n",
       " 'ec88b699b3607a4df1c194dff29a07dd8a9383d5': 0.0,\n",
       " '773fa53bf86216c0f3c03dfb62c6cbfeb9ec90c5': 1,\n",
       " '6b2787bcf47cfea75b734729cdaddd700137ad5a': 1,\n",
       " '3e02f7d275b7366ecc7db6aefe8aaa17d76dcd57': 1,\n",
       " '9c2fd6795fee1eab34c2103d424763082f75450e': 1.0,\n",
       " 'cbc7bddbe3b2f59fdbe031b3c8d0db4175d361e6': 0.0,\n",
       " '19da8a2e38275c3c497cf6e0a3183d3169122d5f': 1,\n",
       " 'ab32eff76c81a39a09c1f10dd2155e7b3372a419': 1,\n",
       " '480f3a551bbcdb53f8eb28e44614aa7ce0cc8d0e': 1,\n",
       " '8192a1d3ca0afbbcf1c98d7062d573e9207078e6': 1,\n",
       " 'cd6d6529519a53d7ba23df655d18b4cddcc90458': 1,\n",
       " '55703f18c78d7674e3b319faeae4fdbdd72db659': 0.0,\n",
       " '7ec45bf2307693fea779d4ab94b82fd7b0f5fbfc': 1,\n",
       " 'f1b74c7ee3403b7913da49bfd10e521dfa1217b0': 0.0,\n",
       " 'b27a994a9a5d5da2ab351e44410d37a654bae7d2': 1,\n",
       " '5e315e37465322ac4a093d6d5be229436921d3b6': 1,\n",
       " '82b322ebf9e8f85812f02b136ffc56279493e511': 0.0,\n",
       " '913068e8d55b2b47bba134ffa55daeafed2f1901': 1,\n",
       " 'fe7a269ac6c58cf78d2a0049aed33f9301416979': 1,\n",
       " 'e5b1a35349132afe4f96dd6b39cdc4d94031eb1b': 1,\n",
       " '4dffb97ae432b5870319651d8e6d6c461881da28': 0.0,\n",
       " '5eef176f3b60dec3235920e4cf9dbd58bbd0a201': 1,\n",
       " '371e9aff6b9f644e7598dbc4dd5640b1544b97f3': 0.0,\n",
       " '9d359dc2ec2d269269ac79dd4cfeef9f091a44da': 1,\n",
       " 'c802248ec0f960549720bb9f409fec7264b8b2f9': 1,\n",
       " 'a331a2b585cf2918eaa1b02a1582d430d9c0ba0b': 1,\n",
       " '3d1d9a7e246b95467fa5fdcd6a31f1bba39fa4db': 1,\n",
       " 'dcc72299df88ae6554acdc8a3580f8cfaf678517': 1,\n",
       " 'ac80c589f9d3588b6060472d538828c81beda96e': 1,\n",
       " '42060428606a89dafa75e9311b8e77859766fcb0': 1,\n",
       " '5cf8656dc7129827e91bb7696295438e3bf206c7': 1,\n",
       " 'f5ed6ce7c36775b1488710043aa10bc699cd0631': 0.0,\n",
       " '008065e52b59a094dcfca17d361c5ae4b4eb767f': 1,\n",
       " '149b9e9b1dd7488cbcaa31a53ad373b6edb05834': 1,\n",
       " '1c92afe1369d655cff78e3d6de10a5ffa5eda941': 0.0,\n",
       " 'fe67eae6791418a5a85125145609f518f01efe48': 1,\n",
       " '56d2780d3b40c3f23d8ee45fba48f2bc86350e65': 1,\n",
       " '4a261391bf5e3754dc4dbfc148145dec2253d21b': 1,\n",
       " '2ada36cb7b8d6c222d6c9b945289d0421c689b4a': 1,\n",
       " '26d74cbc4f61ec6078ebcb70d029304cc7b8bc98': 0.5,\n",
       " '27f024c0287b915f3f602ade69b8b0256252b7f0': 1,\n",
       " '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a': 1,\n",
       " '33a648894521da28608d58825a9f3907da63eaac': 1,\n",
       " 'c826a576836d817b6447b8c5ae9ce3895cf53647': 1,\n",
       " 'a827da544184d345acc7983d488f6fce3f451fef': 1,\n",
       " 'ffd3f3d8810d319062c6273eed7aa55939a74e17': 1.0,\n",
       " '2ba237c8c0908aa1cd0fa1d9a1f65ae39ae4d792': 1,\n",
       " 'bdbde6a8f994588a66ecf8baeed4e08a9d40720d': 1,\n",
       " 'fe4c2270c72a8e79eb4e080d1dfbfec1d409ac0f': 1,\n",
       " '5415abfb6bfa9efe1eb3eac3595f3aba36a7ceaa': 1,\n",
       " 'c264b995e886cb727b950a0d3b2ca7df2246720f': 1,\n",
       " '1f91494ea547a8eb6168ba08735a667667c47e04': 1,\n",
       " '2b8bfcdc258cdfe9dce9991d67786b3cebbc3b22': 0.0,\n",
       " '7b01590cce3cb5c11efb729f55551b9ce252a00d': 1,\n",
       " '5c56ba896076b260a274b10aa19c5a0ad4c4f4a8': 1,\n",
       " '48a14625dbb4a82140f58e91ad802b66958cf842': 1,\n",
       " '99a844e3fdf06a4e8d4fbdaca2fb472d98c64ce3': 1,\n",
       " '55255e63745e103829a8c5b2d39c63871d536905': 1,\n",
       " '5156df8a44d550b398c1330d6b872d82aef34197': 1,\n",
       " '8318cc7f69fd65c18967c1fd83153e5d0fe49b49': 1,\n",
       " '4b805179a0d3b4f0cfd568a06268b3fbe4f5ab47': 1,\n",
       " 'fbd1b7d1bf19158773820cb45639362347979926': 1,\n",
       " '835ba2532ebbd8c650b1747bc6ed29ec1b51a889': 1,\n",
       " '3bcd2749896db47dec4ea21cbca3494e3c5560c1': 1,\n",
       " 'ca4ff97c0f7640f5c2f1f71498439b7fcf6a7ac9': 1,\n",
       " 'd9e5124935aebeb6b9b169df2d28e1fc658d3566': 1,\n",
       " '4578fed642ca459b790a20b4bb7f8279f9724520': 1,\n",
       " '1280b7963657a12b28a8ca58bf736ddeb256fda1': 1,\n",
       " 'd53c68f3698d137f00255c0ea770bdb23483cfba': 0.0,\n",
       " '3d35f503cadbd9e0ed3241a9831fe9a3dcb976a8': 1,\n",
       " 'cc1795513f2756bd4af014dc184627d6925c02cb': 1,\n",
       " '55c93d1ceaf32cf4910c90231534030a5c90ddda': 0.0,\n",
       " '1ef80410ae65183e07438c6613381d6d697fb479': 1,\n",
       " 'b408b06113e9182afe530ee5a2758a9fa10911a8': 0.0,\n",
       " '652db4fb2feafe63e0062036f466331d4960e772': 1,\n",
       " '97c0414c07a329d420811bef53a3bc020a597801': 1,\n",
       " 'e04a9e4861256079476c25d655d97c1c5603b3cd': 1,\n",
       " 'fa2e3f40f5fd70571b315ca6ec78e1195fd9585d': 0.0,\n",
       " '8e86ab526fb30551543887cde82eeb461afefe9d': 1,\n",
       " '3e690d39028db7a41c608324711f557ae34d7995': 1,\n",
       " '5e64ff44140004ccc140d96ee3bf382eb16abe82': 1,\n",
       " '7101492a04c82eacf15fc9666247a1e1a126c3f5': 1,\n",
       " 'ec6495425d1dfd211b04b7e51ad2ec0207372abf': 1,\n",
       " '6b9ef666e3b10fd428530e519e1a3f68c2fbbd1a': 1,\n",
       " 'd39f6eeb99755ef1adb616fb5c0081fab6a6e62a': 1,\n",
       " '91b6c69da20bd30da2ea10a0a65b7117606e9d0c': 1,\n",
       " '7a9bd01f04e7892a312e1f92aaafc0f64361fc22': 1,\n",
       " 'bedad07238f60df86cb77b2d4ef1441c8f0b3a3b': 0.0,\n",
       " '8caeb9db8716fe2b99070cbe1e89854eea538925': 1,\n",
       " 'fd399da9b23b312054c75a57b82fe8b873abb3bf': 1,\n",
       " '467e0e46181933c7e1a936e513ca55fbab4edaed': 0.0,\n",
       " '1dfea634409fc0c04b90243f752f534c80688cde': 1,\n",
       " '6e0f65e3d5eadced37ec5ee790ead0a66b25ae4a': 0.0,\n",
       " 'fb9e72bfaf9689ad72d1f2e9bb21eda643249783': 1,\n",
       " 'c0453bab68bafb46af197587e32db00ca84918d4': 1.0,\n",
       " 'e6ffdb2540cf113da71d88b4d395e0bc61016d0b': 1,\n",
       " 'f2d6dcb84ea09015ec712654d5d77fdafb0e8986': 1,\n",
       " '46fe52b28ab1afc6c99a13af8c0c722e534cefbf': 1,\n",
       " '2a3d80f37b92fa113d4f4b0785d797153cca5f63': 1,\n",
       " 'c7616f169a5b5662f9767cc8ceca163026281873': 0.0,\n",
       " 'b600dbbfb8ad5ce6f65b51b249d721720c28e837': 1,\n",
       " '3e625e1577be06e5a183e1bc705aec008dce4786': 0.0,\n",
       " '9466484a9f31118b12fd09ec8369a4b0297b5486': 1,\n",
       " 'a42b7c109083ff8d8112bfc6143a4463c1f33985': 1,\n",
       " 'ec186d68a8081531e9925279f87cd506db4132d6': 0.3333333333333333,\n",
       " 'b4565d87a53751d2370be4247718b699f7fff028': 1,\n",
       " '773537021317a43ccad47a3a8333eb54a4a3c36d': 0.0,\n",
       " '4e73d9e058d2b1f2dba9c1fe4a8f416f9f58364f': 0.0,\n",
       " '44133229fa5a6315b6732fac328d46f5861e467e': 0.0,\n",
       " '934438129c278fe6bb3de6a3275dba13891674ab': 1,\n",
       " '94381c9d81f0c76563707de2ce2b2ace5a5be398': 1,\n",
       " '38ae280090905f0778dd40727f89de3380fb2625': 1,\n",
       " 'be21ec120193effd2a5e545c4bafa2e1f92e9816': 1,\n",
       " '2e4ab12c80aa98913bdbaf4f7962cb94da82447b': 1,\n",
       " 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa': 1,\n",
       " '0c68affd09224b5231f656c31aec29505da2f661': 1,\n",
       " '13fd541957e4e9c856bffe952d282c4782e7f937': 1,\n",
       " '9cdc5894219273434594b3cad7a4fe9b50df76eb': 0.0,\n",
       " '35fcd4682de9c5da1291058a22910aca0bb6f106': 0.0,\n",
       " '736083bd7ecd162effb7668cab6c281945762e85': 1,\n",
       " '832dd6826e78630eb4d27e9a2e614ddbe558e3a0': 0.0,\n",
       " 'b101a82e61bf8644918def6e4449a341e8a30713': 0.0,\n",
       " 'ce57916e5d2cc2e38fb016de1884101d6e679cb0': 1,\n",
       " '44ec3ce6ed442ea08e7872cba62489f5b0ed08ec': 1,\n",
       " 'bc83157cb39c84105e73f8b23441847b1afc1763': 1,\n",
       " 'eae37b746a47ecdbee170f4130e381b68874b06a': 1,\n",
       " '1774d9180bdaf049d58d9bc88c91961a917adec3': 0.0,\n",
       " '203aa208cb90d6d38a8b707e7cd732b81f1a2ce5': 1,\n",
       " 'b67cddb29d69dd6b4899b017e195d3a27c7b8c65': 0.0,\n",
       " 'af4dc72a29727a48f508348cf8d5003fafec32d6': 1,\n",
       " '47f1fffd011b2b578277386cc83d558ddf98dbf2': 1,\n",
       " 'd4d497eb8998b1bf7210acffb9ee1e9b5b1c063b': 1,\n",
       " '78e90f5645ce3e0275af2da4f0753f41d5e5aebb': 1,\n",
       " '33faba50f7797e707f9044486649f0be051245b2': 0.0,\n",
       " '3dc50f7827f4eeeba5a2e5b7ba050d5cf814009f': 1,\n",
       " '766c12f842f91c3ffb29c44539354b0ca436c985': 1,\n",
       " '117c61a87306f361c3451915d49fc6f58ca659e8': 1,\n",
       " 'f44f39e8f5c10d2bc261c266059d314f84b8f882': 0.0,\n",
       " 'f5a194eec3b650c5beae7fb069799d427b86a022': 0.0,\n",
       " '4a5554127dd0e085f60bebb13f2329adb3c3af98': 1,\n",
       " '87f83fc9d93393557697339d12e34af634eebd8e': 1,\n",
       " 'f6bda2088d3985d727620e6ccc37b3a15707ae97': 1,\n",
       " 'bcdfb91b814cae0021f65ef78923989ccbcf4f85': 1.0,\n",
       " '8b2d9b255752bcf290d83cfab541a930cc0b2b70': 1,\n",
       " 'd4e2a1187bd88b3d1799371325e0b3565cffa423': 1,\n",
       " '464fdb5ca172a1d6f483996b1e9cb6a0642b008a': 0.0,\n",
       " 'bf85c57bb463678d0c921fb8c8a98e54b31de543': 1,\n",
       " '7d4736c0c05264716e87d7fc825a535e0a01ba6d': 1,\n",
       " '2401d6508f0688eb3635e0d6868879de0e737c32': 1.0,\n",
       " '35b1d8452b62242a2ded2dc5ea05a0a407023cf7': 1,\n",
       " 'b096c68a03a74f28b6b14e34a0a752657a4ab246': 0.0,\n",
       " '495ed092b2cf6af9be5fb7aff36e1169c9e1e13c': 1,\n",
       " '113255a012b2affeab62607563d03fbdf31b08e7': 1,\n",
       " '5e47726214d8bdcdc30df836042e5c6360c06050': 1,\n",
       " '8294bd47e24ccadfa0b062c56b39919e02e9d994': 1,\n",
       " '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0': 1,\n",
       " '2e2a2937cf6fb9be08fc41ca31cb073595f09969': 0.0,\n",
       " '6aebe939f3b8fe0fbacabe02423ca2606d149491': 1,\n",
       " '30b7c9ee953d4b4883ae735008c473b643adb859': 1,\n",
       " '68dd4bef946528dd641f8e5dab749e0b231c7932': 0.0,\n",
       " 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc': 1,\n",
       " '82d0dee10848c44f8944baac8cb12efe776d445c': 1,\n",
       " '3a73046fe1a5aae7d8fa6173cbd053db85c00988': 1,\n",
       " '010a2a11d5013b81195a4b2c5b4ef8996a60f4a9': 0.0,\n",
       " '3f73f44560e822344b0fb7c6b463869743eb9860': 1,\n",
       " 'b9eee2115a5f90cf4fca8216f5e9d0706a2608ba': 0.0,\n",
       " '2bfe6f1f2c1e8634a055b2787848791bc8893b92': 0.0,\n",
       " 'e91c5a5857318350ed0ec12c55fe15eab7eea4f2': 1,\n",
       " '9fb0717a34c90c91ce09ab460969a8a428d3ac87': 1,\n",
       " '24ef2ffa4cef673b6f26c41c8b7ea66c407298c9': 1,\n",
       " '5339907639d69d89e0447aad8e0277d5e455dc76': 0.0,\n",
       " 'dbb235f944fe78ef8198950e64e4bbc2bdbef172': 0.0,\n",
       " '20587538ef8f35cd7937537f4bfeeb714f79c93d': 1,\n",
       " '69d3db535a568e48715ba446f08312df18af1d36': 1,\n",
       " 'd1f2af5a6eba3c22251b4d11ad9a7ab155cf495b': 1,\n",
       " 'e6b18cffa2afad9245b7d9eb08390efeebef1f3b': 0.0,\n",
       " 'b8b08908b0328c2c8d87fab9ddf7cc613f64369a': 1,\n",
       " '7acf37b7dd44f5f0016cd9a6c38d3cb6655c6cbb': 0.0,\n",
       " 'be26135fceabab65e6b232d98873e4d07804b0ab': 1,\n",
       " '762ab9285d22002586b6c9b1bf9818d47cd60d40': 1,\n",
       " 'a52178c9fb6e09e8476a9bb03c38f329aa241acf': 1,\n",
       " '293543c20c76c631393ecf109dd63b37e778ed53': 0.0,\n",
       " 'ae58ceb405fa1c28749c834e0fe50a7094361951': 1,\n",
       " '27d4653e46d544cd86ff15e1314cd2481e15a796': 1,\n",
       " 'c65a346ab8f41fb56926b503ece810f358b0d241': 1,\n",
       " '67479dd8a3f654bb09dde9a99b727cb4ab525414': 1,\n",
       " '60760dee24fde175d395a821aa36dab85a579086': 0.0,\n",
       " '4d73e2061da8d308a1e8344ec8f7994d01b33461': 1,\n",
       " 'df8caeaa7da7559040fb0aa3dc4538c821e9b48d': 1,\n",
       " 'e2963da8e452785c9575b2b7078a6b7d3ed867b9': 1,\n",
       " '6bbf38151beabaa752a1d3d392d68a683d49fed9': 1,\n",
       " '2512a3b507a0d6f410b1f7833ad2b989e7234962': 1,\n",
       " '15eeb36ae1c62d60de9fdeea0d121eb7d08713be': 1,\n",
       " '9acce6b22c8ae6adbd9e0933fb0a374b149e8e88': 1,\n",
       " '87124b28f53767e052160fa6b7291e4a659dc659': 1,\n",
       " 'da26cac5f71af5bf250a3af4492c9f73477a61d8': 1,\n",
       " '4a538227d0e320cddd0ae1bfb1dd0df5d1a2ccf1': 1,\n",
       " '457efc834d88f9b5502df9764a743105d8fe6f3e': 1,\n",
       " '25a02d8f7f19dc14f2cfba8129b8325ad7cc57e7': 1,\n",
       " '649ab26057010124551db730a9872a460e92533e': 0.0,\n",
       " '5434e4864190e7229ffec9ed02552043836e141d': 1,\n",
       " 'f38d1ef7f98a153a4897f1d00a0e78042c15b502': 1,\n",
       " 'ca5790c40e8ed140d1c4abde6cfc2b4895f6aee7': 1,\n",
       " '4a272f674d2668f392c7caf87df66e26f9b12063': 1,\n",
       " 'ae38d2ca571b927c35d120541a7b4fa36e1d0589': 1,\n",
       " '758fb63c87ff681eca5eed5b942da7cd278a1fd7': 0.5,\n",
       " 'bb82ebc4b204090b478922180fe7334080fbb863': 0.0,\n",
       " '431f8d3eea2a3022ddedc1a9a87c17027d0bc3f2': 0.0,\n",
       " '03b5ed94d78669559367806d44027ed4dd850070': 1,\n",
       " 'bb5358240ff264dd182ace15110c5b2ae3c10da7': 1,\n",
       " '90f5509642e18f5c7dc5727de51c3f0abebbf12c': 1,\n",
       " 'd41d1df73de6a21a5bf8c82ca289673ca5418be2': 1,\n",
       " '985496d68e00353029196cff4668275e9a11e411': 1,\n",
       " 'd681a6215edc3fc90de55d315b43583c79cc89c4': 1,\n",
       " 'fe53f4bc06e09b02015312e1d0ea48b208cd490e': 1,\n",
       " '41aad9713f7bdcb956718d0dc4281b3ccb9f6642': 1,\n",
       " '926c1bcaa6eb3a4b45e0a32ed7fd3b4ad52437c8': 1,\n",
       " '6f563f06e39f39565a5fd293bb535bc754cb0039': 0.0,\n",
       " '72cc0f2f509f23098b970d1d7e9e5873b5f8133d': 1,\n",
       " '22fa7c6570cc071a96e90c5ba8173dc6ac5efa55': 1,\n",
       " '1f942ecbfaaef2a44264e9459d2803c75f7382b4': 0.0,\n",
       " '0def638f4ce4a048d7755edf7fff6940364f2252': 1,\n",
       " '2be4230290a6fb2964fd80fb40974fb8b749e28f': 1,\n",
       " '9c412df3cf19a01cf56068606fb47538e8c7d2b9': 0.0,\n",
       " 'a4695a834e206eb4c507a0382a55ff86f6a2f2b6': 1,\n",
       " '1fe015a6a9ed1e39a42af3a7da0ad72496c800ed': 1,\n",
       " '76b0783046d9e6afeba341a3376b2aea0a98c582': 0.0,\n",
       " '3696c09241a05953601b92d1345ca5326fc49af2': 1,\n",
       " '8901d466f759982ab72ed63d74010c7a2aad858b': 1,\n",
       " '1304c0ee5571ebd23753b7faa5e2420e62b881f5': 1,\n",
       " '24b98f8ab023f6e7a1c37c7729c623f7b821eb95': 1,\n",
       " '5a828f20d611efe2d818ca48edf3b792f4e69e66': 1,\n",
       " '56092216da5aa5238c745459a32f8b0e25828501': 1,\n",
       " '056bc4ec49a29f41256eed53ff4fe729ca1c92af': 1,\n",
       " '68e76b8fb43f6ac57c4e64bb66104136a27b4b19': 1,\n",
       " '24bfbad0de3b04e18c10ec29ca180c94ea00b5c7': 1,\n",
       " '44599b2e082dcf85208a8a0c080167fe7819cd40': 0.0,\n",
       " 'a2bca1cb8e4cd99105029a909ea8e064b436465d': 0.0,\n",
       " '8ce823519efa7386a4f672a99e7fbbd7e1dd2b76': 1,\n",
       " '9e208212edbc20f8e8460903bf3f4936bb993207': 1,\n",
       " '76e7b444d131cb1e4d4f16c37dab5603664cbedb': 0.0,\n",
       " 'b15164f036740d24903315857570b43bafa10c37': 0.0,\n",
       " '60693691ae907c967af6d76d282983b16b0d206a': 1,\n",
       " '2e73636bcc122d08b85afb3fbd59bd67efb520bc': 0.0,\n",
       " '627fae8384469c99391b504f9d98030999019e85': 1,\n",
       " '2225d8c7878bbf165f39d8b02d9bfa4d83033550': 1,\n",
       " 'ea07f1000fae9347389698470d737146aa57c7eb': 1,\n",
       " 'b8b4695de77bb058653f42337e0942d656598228': 0.0,\n",
       " 'd8e6fa08d73821f305b9a3af1cf1e0a704473d82': 1,\n",
       " 'de32503addf63b2ca79e523770bc9c790c3b4d63': 0.0,\n",
       " 'da34f88aea629f031981c1e3380139e7cd8b72fc': 1,\n",
       " '8fc187765f25645e802bd5137f641c8de7df17b8': 1,\n",
       " 'c069849b8d31dd2d3f65f0a93f147471dcf5d874': 1,\n",
       " 'bbc35a59d09454abe5c5db2107822c31c915b6c7': 1,\n",
       " '7c7e22336b9e9a51530df30544021ab25943cb58': 1,\n",
       " '56af1661525eef9f16ba5883ff4527fc58d9bc00': 0.4,\n",
       " 'fb644c3f2a83114325dc67b97df0bce60b5ac9a1': 1,\n",
       " '260f20b1cdb1f76e88c8eebf2adcc30689b5aac1': 1.0,\n",
       " 'b687471c0338fd1f19b6792f8c4d8ed4cab6c24a': 1,\n",
       " 'acbc5603196b2c5b1617c7c1cc9b6bb47966f9fc': 1,\n",
       " 'c0dc381d5ddf02f5182179c164ca65db6c8f572b': 1,\n",
       " 'af21b657314383e2755354cfe0941d28662868eb': 0.0,\n",
       " 'e95a03b314f58c9d9d036e5bbcae5c9f9d8d98e0': 0.0,\n",
       " 'c5943d0e7d86c2ecc0f4b56ca297a341ba2d65bb': 1,\n",
       " 'b82b756861b4f65c252dd94942e64e51025930ce': 1,\n",
       " '661d99cb574624088650d8d4b21391c9846c9d88': 1,\n",
       " 'dae2370f820be8cc308322045b89229d0a5b2ea5': 1,\n",
       " '161f9da180debc5a7dede637c3b62d9bbd50c0a2': 1,\n",
       " 'b0b6d3a50861d17c6b47ff0517684106564730f7': 0.0,\n",
       " 'c04f5b6dbe56163c6b9d14f707ead48dc8a353b2': 1,\n",
       " 'e335cd1b8d8087a5611d69fe5130a6bb23e45155': 0.0,\n",
       " '8d46fcd84f4bd327a1793c6e8d10167f98804391': 1,\n",
       " '799173d75e9a997a48e569ec0e94e33d8a059ec5': 1,\n",
       " '185bc1a82ba0e30e906592b88778c751f023c530': 1,\n",
       " '88345db37aa39df4a5556e89896f4449b76f78b6': 0.0,\n",
       " '4a06f821bca349b09a4741f937ca68d5b6f06a61': 1,\n",
       " '8168161e10946a1dffbd4394d9fd1128a679b6bd': 1,\n",
       " 'a838844b250a46717265b079d2493c3e27864eef': 1,\n",
       " 'fcf133f52bc35054b3956801c5307ddc44d5580d': 0.0,\n",
       " '1aa4fd215aadb160965110ed8a829745cde319eb': 0.0,\n",
       " 'e9570b43fcda2d497d44b56d20625ced03f1fd91': 1,\n",
       " '0bb621b69afe8f760755057027de481284e6e7a2': 1,\n",
       " '57262c4ed3cb3ed2db7cab8c627091757c6437d8': 0.0,\n",
       " 'a41d3edbc2798b6800fe15845a979150eb244b85': 1,\n",
       " '9254a3fdc569428c3b1c3904db36d485c47e2544': 1,\n",
       " 'ef41da7648d5f07a0d1a901b37e04597b369f9c0': 0.5,\n",
       " '0960834fe13a1509030169f9cf3d7cf03e602d93': 1,\n",
       " '7c3bd4a18b5e37a497387c7a1707b04524e35a2e': 1,\n",
       " '1b323fffeca3099b3bf2043283fc3f833a43142a': 1,\n",
       " '868ce1c88da59ecff1edf25965b9a53d2bfb11c0': 0.0,\n",
       " '580ba7c0fec4ca0addaa365f90774324607567d2': 1,\n",
       " '330a7b1168a732742b572ba38a186c5b951b7f2d': 0.0,\n",
       " '67c162ab2db05ae90fd80df0b0bbebbd895cb3e0': 1,\n",
       " 'd3df25570d5c9854427f8be47c7920353ead50cd': 1,\n",
       " 'c8fc760dfd1cf38a31e632f4598e7db3c6be1c3b': 1,\n",
       " 'e4f68372b9119f8317495eacaaf65c8bea8bcef2': 1,\n",
       " '8635656ae40b2c668f93b680855138bdd67fc8c1': 1,\n",
       " 'c7565bded555e55727addebe1bc169e23f13f4fe': 1,\n",
       " '5e81745a6d737e9bfdde2fa1c87fd65ba609c3d5': 1,\n",
       " 'ee7aa84c164038c963cfd02a7e52a5598aa470c3': 0.0,\n",
       " 'e78280505717db48d76f3d4cded9939a88587589': 0.0,\n",
       " 'e1fb00119a9c156392a481c3cab6c732c9027cbe': 1,\n",
       " '7e2a2bbe97568dfce548b1d8539354b8536e6b85': 0.0,\n",
       " 'bd254079b3e823b988df6034775f1cfd2ca3d5b0': 1,\n",
       " '4f0513c0928f44b3b46987bc5cee3ff82af5beba': 1,\n",
       " 'e2da2fe582869c74a04e032a9f523c0f1004fcaf': 1,\n",
       " '9fffc6fdd8fca39f74ea8f2f16cd414b97600009': 1.0,\n",
       " '7abf66fd49edf76e3478acece97e9390a8249345': 0.0,\n",
       " '9af3946e9bd6dc4a4b22152ef251198842e15632': 1,\n",
       " '7f60fe451313ebfa6ea8547c9ee27b297b4f7079': 1,\n",
       " '2744a71984cdf296fb94de2b9d5aa0f065ffb1ab': 1,\n",
       " '3ef7b93e560e574ea4cc21c8dc6f1a9bb13be48c': 1,\n",
       " 'df172a7f3ae498f31fd3461aa335e84f3b0ee2bd': 1,\n",
       " 'efa8cfc9d7af16c78a484e5039dafc4876dffc80': 1,\n",
       " 'f6b38eb2d98015c587cbc3acd9b4e1d408ca0d13': 1,\n",
       " '2b287675cbdd2764a10c06b9ddfa1bd3449a374f': 1,\n",
       " 'df322bb41c81b4d32a73ff4aaa9078a84b1d6838': 0.0,\n",
       " 'e8c5f58c8b5515ece96c3beb459c76b9544343d8': 1,\n",
       " 'c9f6fe7decdc7ca98d226717b4e3d660253c224f': 0.0,\n",
       " '9fd55256eb075d3d8506e67a54734e4f0d054e6c': 1.0,\n",
       " 'c16bd167f64f0473092a357a89d48b251d3cec7a': 1,\n",
       " '04ac0aaa23e4a0110b236d307ad5b58006187870': 1,\n",
       " 'ac1c7a488e016d477fd6d23ef45a8a48643c02e7': 0.0,\n",
       " 'c11d5560158d1689ce0e5de0c38011e82ba85b42': 1,\n",
       " '712dc4042f3d873466a76063fa090314da2fa018': 1,\n",
       " '1d73417e1ac26e282fcdc1eda31cdab26d992a15': 1,\n",
       " '35a085f5864a00549dc3b4a7b7b00ddef484d095': 1,\n",
       " 'a2465c96340faf54e15445e66afc480a1760d01c': 1,\n",
       " '146ad3a976414133d661a070b20f62edfc958d52': 1,\n",
       " 'b03b7408a891dfca7a583bf6532de81ac8cbce34': 1,\n",
       " '204e264090579257f92e8e2be4f1a6e4a85b4744': 0.0,\n",
       " 'fd345e963863bde0407300496ba19f0ba9abb6f3': 1,\n",
       " 'a64d83745d7ce80561b3feb0fbd663c754ee32cd': 0.0,\n",
       " '1e1a75cbe3471a539ba3e86482991228ebac1594': 0.0,\n",
       " '8cc0500594c09f4e93b84c601bb9a645c2b0e0b8': 1,\n",
       " 'a8089efd9d1fa9bf7347267f1dabf896e9d65cbe': 1,\n",
       " 'f88cc3149e1fd49ba11a991e1a95f9f78e1d0faf': 1,\n",
       " '1a5733c30766a6d12aa80e247f31c99ad70e370a': 0.0,\n",
       " 'a576062de4e34047c35b436794bf9024e8a984e0': 1,\n",
       " '98f995e5e95c6d1b9d46aac65dd8d6e650b2a1fa': 1,\n",
       " 'e81ea31db3206b5c71840bea6a77a362f91b4d3d': 1,\n",
       " 'bd158e566db8d5879124cf177d2ee91e80362075': 0.0,\n",
       " 'e3fce0e4f316567685119c9af7d04d67c84f0a46': 1,\n",
       " '85900f5a5fccc35d2e843274b0820132217bfb89': 1.0,\n",
       " 'b0ffe6450c4bd050420f0fc33919d036fb9caa51': 1,\n",
       " 'ef0e486d45a3f82f504d87274f4e43e1dec136ca': 1,\n",
       " '68027260c9ac3b413c0c91f59824b6bdd13fc51e': 1,\n",
       " 'b66f112c57e7f303cc1d5d0da32f34b3875fc343': 1,\n",
       " 'aaa75b9efb232ca18dbb3fe68a4aecb4ecb77efd': 1,\n",
       " '67e0ecc02725519c1c2cd402a4b58682757ce2e1': 0.0,\n",
       " 'dd5ed0081485bc1861ba8a4484575f1bbe96a6a9': 1,\n",
       " 'aff2b00aeba4a389d22c474dc33645e0a6dfd56e': 1.0,\n",
       " '870d0b26cf37290f66167ee9557a21fb5a9dc8e6': 1.0,\n",
       " '720f6e2ce4ebf47749a5dc920cbeecbde9a38058': 1,\n",
       " '324f45310e64bbf8775717135e35e99811a8e937': 1,\n",
       " '9badd7609eb3b64b14bb22974b26b8b10c9ad2a1': 1,\n",
       " 'b4f4f9823f9b0f026661df7a7fe8f85b46d73505': 1,\n",
       " '614c1e0132add1da038d9afe4ebd7e42fdade351': 1,\n",
       " '75e10532c89a2fcaed109d5c7c477b564e7837af': 0.0,\n",
       " '129927db9c69eb4058f87a3ad51e569ac47a9b53': 1,\n",
       " '526344eb1d14188a8ec97fdff3bef494fbf3fcfb': 1,\n",
       " '99921c114ef0082167c3af1f8be1be782b14c76b': 0.0,\n",
       " '2e208f396b53572a123d6faff3e7a8b088da6b27': 1,\n",
       " '0dbcd4083246ed655ebc719d50d1ed1c76d71da6': 0.0,\n",
       " 'd0e82066ce839367d3b393b8b2574f29a768d9b7': 0.0,\n",
       " '9bc3cbf43592e3303b665e001ac7db4701904be9': 1,\n",
       " 'd6fd15e838a361210bc6ebc0f04c9186197e4d2a': 1,\n",
       " 'd5d7155015bc48287be917af0a1217558139812f': 1,\n",
       " 'a20023750b7b2610da3c562f68e839d361548c18': 1,\n",
       " 'ab8f702484e1b3f4cfff6ac99f87be5d5343760f': 1,\n",
       " '54d07c4eff369f457c7a5d1c0b9b6c48feb949f4': 1,\n",
       " '0c3e15a58f4c891d96736da9d5a9a7dbbeb0ab29': 0.0,\n",
       " '47c29caabdbdda8de439f1d6d039e37121e8e2ac': 1,\n",
       " '4aee0c18e64245ee5ee5192535e949a32ea77615': 1,\n",
       " '5313ebbde4e210b78fe2794f9823ea21531cbfd4': 1,\n",
       " '576039b8e622dc21d37298cab0e989c0918d03cf': 1,\n",
       " '567f28fb74b189818586d537282be22eaa061629': 1,\n",
       " '570b8f60cfce590ed853072a60d8420d15551e74': 0.0,\n",
       " 'ab792cde4fb868b3cf232791f173f7fd5e2ee83d': 0.0,\n",
       " 'ca8f8ba40aafda02c9888692df2dabb8dd943db7': 1,\n",
       " 'a46e9e6e28e602fb083fbf62f9fef290ac455fb9': 1,\n",
       " '4626aa787c5e156440970cc12f9ecad4cde3f06b': 1,\n",
       " 'dc4864f3949dd81c1a036e4ab4c76243b6672102': 0.0,\n",
       " '29bd3d0712c23fa8de770ef3a5a1f8e842f5d3e6': 0.0,\n",
       " '1bc9b7ed181bc3dee8f08f8257231c792a7a0865': 1,\n",
       " '10d7dead6cfbb76453a9646d23bd2c1c9ba79044': 1,\n",
       " 'ecfbbe3dcac13f7b56323fcd0dbba96aaefc1179': 0.0,\n",
       " 'e469e40ec1da27e900e41e5323609b95b0791fbc': 1,\n",
       " 'b7f98a14aaae3d39d5975fae4533af41b3fb5c9f': 0.0,\n",
       " '8cb51abc6bf8ea29341cb070fe1e1af5e4c3ffcc': 1,\n",
       " 'f55cc745d217e4c3ae9169fa026282f88dbc43da': 0.0,\n",
       " '03e8ac2923f7ec8f48bc413ba2ee59d11b8a47d6': 1,\n",
       " 'b14757f6df0c9e4149f9ae234b5405e5e996a304': 0.0,\n",
       " '82e5ea7ab430c07e9bd1a55524e96936a679d2e1': 1,\n",
       " 'd0d4d8862e0ad44948d14300c6d783c514773036': 1.0,\n",
       " '205421754f669238a80beeda65960b4cef1f05ca': 0.0,\n",
       " '6a60b65aa0c7e94e5be2376b8fafb3d022da0bd1': 1,\n",
       " '3f064282312cb84680d5eb1eced7f32ebdef7d16': 1,\n",
       " '3932482af863c8cc512f6ef0fc2bc11cf4c2e200': 1,\n",
       " 'd8a0ca4b6ba0394a009f9cd66d7a58393171a307': 0.0,\n",
       " 'c2d78d260f5bddc3fa2db228bb72ccae6ff7a8e1': 1.0,\n",
       " '21093654c0362724eabf36f906b2415f113b78ef': 1,\n",
       " 'c9a323326e83a1da02fed798e5758adfbc02c32f': 0.0,\n",
       " '2562c5969ebb9c2f3e307077c12c5868ac3aa50b': 1,\n",
       " 'ca658ff2092285a3fd7f1ccbc54e10211e184f66': 0.0,\n",
       " '174a97b4642e66ca8805416d13862151828130b9': 1,\n",
       " 'd39d8c47c8e84fdbeda4761b6828f277d30207c6': 0.0,\n",
       " '33e5bb3e40d970090cdd465c4e4840ae12f2f605': 1,\n",
       " 'a7fce6a229d5f3d75ebeeecf0d527bfa99b75ac6': 0.0,\n",
       " '4d905807e921aadd4995b5e3493d6a44863c84e5': 0.0,\n",
       " '90d2fcb1dbe47dc1e9442587e259811a0437a13f': 0.0,\n",
       " '52932dd199c46a3c9728ed37b06cc6365bc8623e': 1,\n",
       " 'ef626e02579234832eef3e3c5479c7397dfc96c8': 1.0,\n",
       " ...}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "precisions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b3dd0cfd6801e5af3a1a42acd9055f97c0112ad8': 0.09090909090909091,\n",
       " '0c65e8f1e713e01dc0faf7927bc664bd9fc17c40': 0.0,\n",
       " '87802f926381e3bbef77f9bc05e54c18a67d6234': 0.0,\n",
       " '55093b74cc2de324118fdce808d49b2b9d5197e2': 0.0,\n",
       " '844be2898d1fcbc3a28ae4b67b0cb6ac47e89ce0': 0.0,\n",
       " 'a49c9d055926f345a2d8a35e8f27b161d1afe19b': 0.0,\n",
       " '0cdee6593f06d18ce5030c04e780e00293855fce': 1,\n",
       " '0b1e461904eb70409a5327b6852685491eb4cfad': 0.0,\n",
       " '8572ca26d5bbd38b2f7e974614c5603f1e833add': 0.0,\n",
       " '212604727d2859227b792b4b9e221fce5090448a': 0.0,\n",
       " 'fe5273236a7697d3fa2b106a77fa93eccd8b3275': 1,\n",
       " 'aed07be8dd6d8c4a1ca2fbc7b09284ac44e3a514': 1,\n",
       " 'e740128a5500e4935a4ded8c736599f1e14b8406': 0.0,\n",
       " '9cc06a83ab2e47af3d9f9e817387aa1280766e98': 0.0,\n",
       " '65561d5387cf0e2a8a1889db1ef90a6dd7128abb': 0.0,\n",
       " '415c74e0e3d23d809f28ed82666071599fe50a9e': 0.0,\n",
       " 'b3829a5838e20e2871dd86f40fc428fe5a882584': 0.0,\n",
       " '738759001498928d8dcb054cd53a1a0cfc200d36': 0.0,\n",
       " 'd6b68d47036a094896c68fff7c1244d43f811ea7': 0.0,\n",
       " 'bd3478df2f64daf2e38b0550c988157b2c118481': 1,\n",
       " 'bddd48b63279ff98392463db95d17fd5ab2d43a5': 0.0,\n",
       " '904c5b513d5688f18985171e523a1a75c9ff7863': 0.0,\n",
       " '47445c6692302f52bc8c0bc492ba625d35432670': 0.0,\n",
       " '7be76db45f21dcbb68ff9cc55ebeddcb1db71479': 0.0,\n",
       " '14505ac76b13a773296bbb72638d2b95442385b6': 0.0,\n",
       " '182b1e1341b1d0df1c95402f290256b525ae4421': 1.0,\n",
       " '67c402c2d27afaa31fcf8dd38d319cabbdd4ad12': 0.0,\n",
       " '44dbdad6ea3eeb7cb5c4f0e74d46319c64b17704': 1,\n",
       " 'bf40f6ff247d419d07f720f0fc6af30caf0d99c2': 0.0,\n",
       " '797cbbace429fee2717a14ff992df0acd3990368': 0.0,\n",
       " '99d1e4bbb9d8984a67024fb056a11d9e8a70a87f': 1,\n",
       " '40206592bd37747a402f9d33adee7041015728c1': 0.0,\n",
       " '6f0d6861890bfb07248fdcb18b5c5b285a8002a3': 0.0,\n",
       " '380e5c7a3103f8be9bd9e1ba28ee3b5dad43cfe7': 0.0,\n",
       " 'ed42bde51115c6846c34c3714f575a7a9d42988d': 0.0,\n",
       " 'a42f52e8c5bd57f70b0fbefe252482c30b8aac36': 1,\n",
       " '9b06094a34c6c421b86df33c879b8980d1038cd8': 0.0,\n",
       " '3fda0222fbca27c0133c9887ba59ddac64ed9c8a': 0.0,\n",
       " '4730c09976d6f42687427eeaea5f4883653dade9': 0.0,\n",
       " 'ac9b2d6e18aa960b1780951c437a036e932d6caa': 1,\n",
       " 'aba3117aae6344fb8d28c711b87b2aa3f1c4be75': 0.0,\n",
       " '36f4c762ab3aed82bca67a2ab2810ceadebdccba': 1,\n",
       " '2969011c97c3c738cb4b0d4605f814b881a55845': 0.0,\n",
       " 'fb58b024eccfd9c648a1c4902487e989954616d5': 0.125,\n",
       " 'b3601384a6765d92573aedbf86d7ff9c8ef70be8': 0.0,\n",
       " '0a48b8c52f4f5f53f0d485b650239ec688227f7a': 0.0,\n",
       " 'b82d692dde839cfe9fd6d309bb8c46d50089cc16': 0.0,\n",
       " 'a603b33855282cfabc91f4b0126e5a9dd088fda8': 0.0,\n",
       " '9cc55f495399d3f4ecb309c9eab9ce17250135c5': 0.0,\n",
       " 'bc2e4e2f2382288843ecf8e72c264f739f24c79c': 0.0,\n",
       " 'a56e210b1ecf52fe5c2672f7ed07daa0bf8e901b': 0.0,\n",
       " '1e02e493252dfbb9f3693266503629cda14aec3e': 1,\n",
       " '2b3e60309a89ea57df2f9ffe7dcb5871fcc8bc83': 0.0,\n",
       " 'eb69f5a5465388b63fe66a410f7c58e17fb7bade': 0.08333333333333333,\n",
       " '4eefa3af168fe87c528a1749e7a77dc7ec524cc2': 0.0,\n",
       " '41b137f112179d69211dff3b03001ace614496a2': 0.0,\n",
       " 'a64abc5bce20e0411223de1877aa49fa0fe11538': 1,\n",
       " 'ce72bfbf529755b98ec59b0be75913fe7389d365': 0.0,\n",
       " 'c7ac56114cefd8af85f3dd5522ac31406f345d2c': 0.0,\n",
       " '1ddda8203bf8fc914a96a96876935abf81d81bfb': 1,\n",
       " 'ae552344f08d59c11b0a0b217f66b17ba9b37ba9': 0.0,\n",
       " 'ed9b19b00cd7c0142c52b58c69de92f100cccf73': 1,\n",
       " 'cb0faf3a97c2fc18ff68afd4b45afa7cdf672f65': 1,\n",
       " 'acedfad21e1fd702aacda8111551f00b1f6f378e': 0.0,\n",
       " '7d6b120165dee54eb072cda6df2288655e54607d': 1,\n",
       " 'cbb5db9d1d401a8c13eaf4e40a81bcf6b3c9aaf6': 0.0,\n",
       " '5f3ae49df777d611f1c8808e9fc48edf5af63595': 0.0,\n",
       " '878f1573ca4769da3bc5f327f2e0b168675b2436': 0.0,\n",
       " 'e422b573ab09e19fee524fdeec93b8e6ed7c86f0': 1,\n",
       " 'e5b4f068ec1446a74564b4b8b8d13dcea7d27840': 0.0,\n",
       " '89032cb727bcf19ec0f935d3a04641e8fdd0e250': 0.0,\n",
       " '05827149e986795839036b59a23ad3ff8dcc4bf8': 1,\n",
       " 'd5079589e4dcbe9470f97abaaeda2039e27317bc': 1,\n",
       " '4f5a390689cac782545149f7293e4063ea51ef41': 0.0,\n",
       " 'a3f301c3ea0c7fbd9956c2418db7f05fb37d5bdb': 0.0,\n",
       " '8488b3a592b88d044c7229d508004a4ae759b7fc': 0.0,\n",
       " '92d2e8ff105b7b7ddc163e740921cafdbcd815bf': 0.0,\n",
       " 'fd2e8f7a73aceb8ef77e1fcfd58909e815ade83b': 0.0,\n",
       " '6f054d77f955d12cf93c52e66e11636c07bd89ca': 1,\n",
       " '1c7893e59d02b96ad59320217591d753a509f437': 0.25,\n",
       " 'e2d46a903ae73569cd147bb33617bd9fdcc54107': 0.0,\n",
       " '36eaafbea6c0099dfbf8484b3b92859cb777c2c9': 1,\n",
       " '407d8988bdb341a3e133c6119981cdc777f3f9f0': 1,\n",
       " 'afca758dfd06746e0514129f50658c725a095bfa': 0.0,\n",
       " '6f93ce3226380533082604c6de528a79371119d6': 0.0,\n",
       " '9d7bb4fd84ff92d126285a05f5affd721b47436e': 1,\n",
       " '31b224a166261939c335224701fabf73499b8521': 1,\n",
       " '6f6e639bb23755f0dec2b57c8cd0e0ba2ee61361': 0.0,\n",
       " '3877e44d4632df125ec8a838aae59eb04d36f9d6': 0.0,\n",
       " 'db6a78c78c9239aba33861dae7611a6893fb27d5': 0.0,\n",
       " '460dc7c58fcb56918585c00cec56732194a9126b': 0.0,\n",
       " 'fde84664f22fc6527d9285fe9fb0115e32098cb1': 1,\n",
       " '8415278575f2183eb0a1acb62ca120cffa98e983': 0.0,\n",
       " '0091e0326c4c034cc04be6454742912845740a1f': 0.0,\n",
       " '91cf50e35e3fa924450d86ecae248b7cea113f0b': 0.0,\n",
       " '31d66e645c78c40c36f29955757a833b326b85ac': 1,\n",
       " '86cf43472d754d43ee7bad74b1a7a243db53b590': 0.0,\n",
       " 'b6294fa6a76a84789d038b7133ddc308391bacc6': 0.0,\n",
       " '37b15f2c47bcf8cd3c3891a215154bf0d08df2a4': 1,\n",
       " '71585f38fbe7818d7a0f615493a6051d1e2f4fd1': 0.0,\n",
       " '6e83b76c715ba128bf3d432eb11cf5384560399e': 1,\n",
       " '581f60963e0ae932b80b89537362327f3a6f6e35': 1,\n",
       " '0b8b9f319392b819025208b2e7732dc0dac0f750': 0.07692307692307693,\n",
       " '15e7692a0539b165bbe0dad78dea78e2ba5fb37f': 1,\n",
       " '8decafe645cce178046ba0dc1ac1f3e05631394a': 1,\n",
       " '7b5300922ea9048ba76f2117acc754a5fc2ca925': 0.0,\n",
       " '3fa86e6ea24ac4b98823597232198bcae4e03339': 1.0,\n",
       " '9c6ebf1d5ba38bcb577149b22e19448f655f6252': 0.0,\n",
       " '8c81e9da6182d23bc8478a00c8ec8c11de7937af': 0.0,\n",
       " '292af91291d6d41204732a1cdceb7fcf8fa1d445': 0.0,\n",
       " 'ebed4965c03cb572d599bd851108e7ff320c287e': 1,\n",
       " '79059409b6d39b1a7447b13f12715c51984c4a6f': 0.0,\n",
       " 'a53c7836f4aee00fab26f85c3093caa6d6475a7d': 0.0,\n",
       " '2e7bcdd35716dda84446dfad01dd944b8fa4d98d': 0.0,\n",
       " '26e63833da7d6f5da37e2bb2002df982f929f006': 1,\n",
       " '97ff5488181ba931b5f3078f15c946a8f83b738e': 0.0,\n",
       " 'eb205edd76495a040adce9a974ac6e0b8f057e89': 0.3333333333333333,\n",
       " '9755e6e2faf1ba2e1e46f8227690847511425bab': 1,\n",
       " '7ed79c6688ff603b449da8fd8f40480418c3cb00': 0.0,\n",
       " '865915b55b4b6d355c04cca32cacf107f581dc1c': 0.0,\n",
       " 'e71847c26d78d2786d9f3eb453024130ec6885da': 0.0,\n",
       " 'b609782bb33d01178d485e147022c1c7e5c30550': 0.0,\n",
       " '90b540cbb748698bed8eed0803b8b982b742317a': 0.0,\n",
       " 'a3f06e95db9a34398d195e17f45152c89011e6f2': 0.0,\n",
       " '68a52fc10451827cc5aea6c2005b7522440302d9': 0.0,\n",
       " 'd6cec0f8d366dd782419c9916d7f7a9b6fac97d9': 1,\n",
       " '0c2932cb475b83b61039bdfbb72c14580b8fad2b': 0.0,\n",
       " '4b06cf0e7346e97d9e93c2baa1206c50ae7bac45': 0.0,\n",
       " '7e2f5d7abdcaa4547ee2ae79dc83d82c8778ffe2': 1,\n",
       " '81f8ab260cd8900c0b1841e43d83ea9863d7808a': 0.0,\n",
       " 'ea01cb794fb07af9cb3a29da0bd31126735be410': 0.0,\n",
       " 'a19ecb2aeabe964852c882d8e563c67e004066a1': 0.0,\n",
       " '72bd55c78af8e459b48f2734d61a90b47ffe02f8': 0.0,\n",
       " 'e457e570a19918f61fa02095c84b1ebff59a80bc': 0.2222222222222222,\n",
       " 'b0af449f6e2bc09be87d932d6668a038f5956721': 0.0,\n",
       " '05be6a588cc454d1e400a358c562807aeec8c054': 1,\n",
       " '5bd7cd97b85c91408ef0134a3f7b15d84e01a24c': 0.0,\n",
       " '2a3da9ff87e45ec9225fb57b4c1f98cc6c88de8d': 1,\n",
       " '73606370d9504af965edea1f34dbb05b9d86761e': 1,\n",
       " 'c33319970539d7cd1482ad9963188b60c1e76faf': 0.0,\n",
       " '4ee429e5977ecd1451680f9a3f007304c5e43018': 0.0,\n",
       " 'c57958adeb420cead10fb114351c1112096056fe': 0.0,\n",
       " '247f6232a9953a2f123b0b4734623cd94e3af8d2': 0.0,\n",
       " 'db4b4de143c720aa15d07deca277e934b8bc01ae': 0.0,\n",
       " '7395972dcf2813c9fae69e8fd597b9c3d4639121': 0.0,\n",
       " 'e26faa6c892bd4ba6a2b5e0c99ca4a1697d7175b': 1,\n",
       " 'a6d8f1fc0f5ee97cbef387a212963954eb1a2470': 0.0,\n",
       " '4cb4632e48cd8960dc113eae340adc402a0413cf': 0.0,\n",
       " '1b69be830f14c336eea9a37a7c192bf1efe3c9ac': 0.0,\n",
       " '6a944bfe30ae8d6b873139e8305ae131f1607d5f': 0.0,\n",
       " '7d3ce916263462012df5cb4da764f6bf780acfe6': 0.0,\n",
       " '64764a6af65145a8cc6656e0e5ca62e50dac8fa7': 0.25,\n",
       " 'eead778628d156cb05b8712f6b1493ee4dba3c66': 0.0,\n",
       " 'f373ceefaa0a2f42149ff2b47d4e78b2407fb12c': 1,\n",
       " '6a2854dbf0d82bde02211f5b139d01c6beb2528a': 1,\n",
       " '38e9c264ab9d685dd4a88d807ca9e34b8255680e': 0.0,\n",
       " 'e10a2a734250800e5d2ce7c255f5756f0878f106': 0.16666666666666666,\n",
       " 'a0d26046c585210e06fa44c506bd93a6309c4401': 1,\n",
       " '2f72cbcbf49aac438f614626d86c5e93efb82206': 0.0,\n",
       " '38d0717bbfa7f36c5315c609922a91842c4fbd9b': 0.0,\n",
       " '93ecbab9b755b9a14fa1b89d6ad5cd12341f99d9': 1,\n",
       " 'ec6dfcf19485cb011e0b22637075037aae34cf26': 1,\n",
       " '0f3240a6925fcce19b380e92993f83b2575093d1': 0.0,\n",
       " 'daf65ba40c740c7b394347165b5203636a5df2e8': 0.0,\n",
       " 'c0156afdd84f951477e5421d944942857fbbba22': 0.0,\n",
       " '1929e0f0d676d0bf91978d682181abf41d3eaebe': 0.0,\n",
       " 'edbfd8ffc2cf7123f0b56a3465814205e1673b9b': 0.0,\n",
       " '16383573e6e21b1692a4fb68057708ae005530f8': 0.0,\n",
       " '5a52cd6d11b7303292acfde82fe308189c49d829': 0.0,\n",
       " 'cd418e82035b60773b60539462c23037049ff6cc': 0.0,\n",
       " '041e4667461b1c3c010715ba27581b218752feb3': 0.0,\n",
       " 'a55ba55b20010caf991ec3e46ab5421450df8191': 0.0,\n",
       " 'be6e7d0d07e664efd9e5d70b5c4079b7efffe9ee': 0.0,\n",
       " '9deb23d46e75afe91469dec91e3e3cfa5ecad40a': 0.0,\n",
       " '85938b232ddb94b062c73410b0a8a5487bb07c0c': 1,\n",
       " '5ae75394c81afbed8c602d5ec001c8e17a62c8ca': 0.0,\n",
       " 'c857d4eece801f81f37b360c41cc4c4bb58c2a2c': 1,\n",
       " 'ff2a500e97ee2a48af641cbadcca17a4d54a4e87': 0.0,\n",
       " '99dedd05d478e3aa54b199f4432fcb9907456b34': 0.0,\n",
       " 'a7e9fcf9610468a0ca97bd64d5c1200df09aee24': 0.2,\n",
       " 'ffe2ec5b72cddb8537ad7f0ac191624f8ae2c8dc': 0.0,\n",
       " '2be94fe8976330172517c748780600f38ff55c2c': 0.05555555555555555,\n",
       " 'e2f7669fc782afcc760d9f7745b16f49cb5c545c': 1,\n",
       " 'c5490261174154285b55c9e8416d08dcb7ad1195': 0.0,\n",
       " '1dd2d566e4d7dd90fd80bb027c664acbd0e16202': 0.0,\n",
       " 'f49ce2c602c59b77ef64b247adf0e7c9f4a37ef5': 0.0,\n",
       " 'd8af8f8078625562d873f6d2fb9ca4c740bcb76f': 1,\n",
       " 'b7800aaccc59f44737c654beefff565364181b01': 1,\n",
       " 'b7c24f770be6b802805ac0e2106624a517643c17': 0.06666666666666667,\n",
       " 'a820826cfe28ac3da72cf5dbfd7a36633837a03a': 0.0,\n",
       " 'f629b337d01f254e0d685ccc66ec2fd5ddba78d9': 0.0,\n",
       " 'af6ddd5b867b383d64d4d6fa9544034e3663297e': 0.0,\n",
       " '7d6396eefd333a03e6cdba91e1028e9d9a4e41fc': 0.0,\n",
       " '5c52317ffeb9352de92c5c0ee37d8f2ad5e74b19': 0.0,\n",
       " '33163bbb1e4071114b08ad645c68b94e8590a132': 0.0,\n",
       " '44bf2bb66daf59a20d7b7df64fda29ec16c74cb9': 0.0,\n",
       " '80f3cceeac5a7266b6d3696c04f21925e72bf9f4': 1,\n",
       " 'dbdbc21830d42a67e24c3416435a1863ae7edfb4': 1,\n",
       " 'bc81c5b7464294e6790a8346c8717da4675fbf70': 0.0,\n",
       " '63ae1c84ccc9ba69e84a21196aac81afc374edaf': 0.0,\n",
       " 'cf400f5a2d5884f119f9c16ce01b54bd667ac6f7': 0.0,\n",
       " 'fed4d5b731993aef6737cd7e3217b74f0cc08a88': 0.0,\n",
       " 'e822a5c78dcad66dde91f1ade8b4acc956ebb9cc': 0.0,\n",
       " '4d398fdfb5299de6de6c1df25d123ea7317efa49': 0.0,\n",
       " 'b7cc203f28898561fc90862601146f11c4a5fe37': 0.0,\n",
       " 'b161e27efcd0135dabd0cc2cfea477498667b191': 1,\n",
       " '1ae8f776484cb6ac33e919cdc4da8fcd0100324f': 1,\n",
       " '603f2138a76c917e3a54d81ee46675a95adf64ab': 0.2,\n",
       " '8009d30b68b3358830061e520267aef32015aa9a': 0.0,\n",
       " '2ad2903d73cb2618f7704e73981a5140f4ad705c': 0.0,\n",
       " '1fc2a7f42424249718cc544a0a1036a69d5bc7b8': 0.1111111111111111,\n",
       " 'b04ace799fed7546be803d513eabdded3a62337b': 0.0,\n",
       " 'bcec42222845cae58e075396b34b7adde001fd6f': 0.0,\n",
       " '1c212c35295378bb887b5172d22814e9e8b6936f': 0.3333333333333333,\n",
       " '2fac7afce7ec67e32237b646efb6d8b0349c60ab': 0.0,\n",
       " '3e6dd161e97e7bd0e20986e7f5e391e5d24e0a62': 1,\n",
       " '4ae01afa8f2430ea0704d502bc7b57fb52164882': 0.0,\n",
       " '33e3fc88b0ab07f872bf7515413887374dd76ad6': 0.0,\n",
       " '469b71c76a2fcd509a49d6672f914bca6e5a908e': 0.0,\n",
       " '74682f778695033c192e2c5626bfe1277c361b3c': 1,\n",
       " 'aad701a6914d02f79a4178346dce08c686995014': 0.0,\n",
       " 'eb1b9f8615a704cfce07fdd5b5b6081e48380624': 0.0,\n",
       " 'd3f8b24dac9d792bf1062459187045a7cef67e25': 0.0,\n",
       " '581abfa45298712793b440924cf24c6add26f045': 1,\n",
       " '68a07f6dcc59e4101ee2fe301fa246d7c6b3abfe': 1,\n",
       " '05a82aa743db5b6c5965e72d458d7c0755fd9f0f': 0.0,\n",
       " '76235885b32c4e8c82760c340dc54f9b608d7d7e': 0.0,\n",
       " 'abc1a8c7d07d50fbacc8a4251f904d935118e653': 0.0,\n",
       " '990839cf42658790bb57023bb1a8fa32716ec76a': 1,\n",
       " 'a3524a80c719ef46ae4d8c1e340bc4efd2b5676e': 0.0,\n",
       " 'dc543ff951c23be4e9e8fdf6f39a23cef85f3b5e': 0.0,\n",
       " '51952a9983e002f45ab0413bdc1a9ed541b0e7ff': 0.0,\n",
       " 'b6e9dbca8ab3975756fea72c862b8331f3366ea2': 1,\n",
       " '1c6bd0188b8750a76c889107a7fd6d1a1db78d82': 0.0,\n",
       " '6e4697a64442899e7fa6caabec3fe33aab8d2843': 1,\n",
       " '5639c710ef9f7eeab64e28ecdb1c2777a9bbf44c': 1,\n",
       " 'c4f427749e10ed90addbdfffa102e002d239a17d': 0.0,\n",
       " 'b4cfdefb94d1df6714c9962923edb73470e6fa7b': 0.25,\n",
       " '9e897fb0a5a4331319bb0f46a153800f804e305d': 0.2857142857142857,\n",
       " '237707321971d7f90362cdb41ed355fc8592e7ce': 1,\n",
       " 'a2fb22acbedaf28074932adf24c865583827aa0a': 0.0,\n",
       " '702377c7b2fcd3e9616ef3f97855f7612e1c30ae': 0.0,\n",
       " '14522a681af934eeefce567d71fecff6524558ea': 0.5,\n",
       " '1a6916b63039c3c56c62de345c284c11a075eb96': 0.0,\n",
       " '0a41c6758ee298ab28e69510e705efef43a6c30e': 1,\n",
       " 'b5612eba99794663ea35a777dd6539fd69b6a357': 0.0,\n",
       " 'd31812bf2d7d912deeddab6777528ba16af64a25': 0.0,\n",
       " '261ea96dea056f44efc267d6fbc5718240aa82b0': 0.0,\n",
       " 'cb40dd0fbec81e967a3631e161fcd04933ea968e': 1,\n",
       " 'bdfe2902dfbb89d45be91dc412757c0065ce8cef': 1,\n",
       " '1d6cbd66794057c2e41c72500a628ae9609cd7bd': 0.0,\n",
       " 'ee30810179c611d32705fe0b71333dcb8703b30a': 0.0,\n",
       " '680523f7eb7e35253991b5effc816947d5682602': 1,\n",
       " '27021d05dea13541c686d9b91dfc61b12d54571c': 0.0,\n",
       " 'b7032f457c624e23113c39b2f9c444a961c3fdf8': 0.0,\n",
       " '443f36aa381ab12bd4389ed4a60b626d877280dd': 0.0,\n",
       " '943e8b8e9f016e0d22a0348d86da9c2b905058f1': 0.0,\n",
       " '661070d2e184c0eaa61b81cdd995049907097763': 1,\n",
       " '51e5cdf404df24fae01da03a925208421bffaab6': 0.0,\n",
       " 'c0310d4e2506fc2eb1b58058e7439ed53297f62a': 0.0,\n",
       " 'fc947a22ec07ed3d67139e5f62a28c502dd35ef3': 0.0,\n",
       " 'dd1502ae4618cf69bec0584b125657ffdb5c0a63': 0.0,\n",
       " '4c3ad235813047dbef8528c4387a142a411717ff': 0.0,\n",
       " '6b50806e254895ec3c9a0cb1bee7ac30d80a0f77': 0.0,\n",
       " '291f236b8d5fff87f5fc19ea48dbbf44e22b4765': 0.0,\n",
       " '80ae8f21a060a7fdb7b5d4bb3d5f3021e624e19c': 0.0,\n",
       " '3e7d4bf4ebd5ee8fb5adfad0c57b32f5493679db': 0.0,\n",
       " 'f6ae5e682750e815c1709ca99138d03b039839d6': 0.0,\n",
       " '53ae31c08f171af97bb8f63dccc10974118a72df': 0.0,\n",
       " 'a5952ba12c7183b8cc05919aaaedff9b75cf89c5': 1,\n",
       " '91f3c500756335ba6b3862bb35677f59ba5db301': 0.0,\n",
       " 'b7948bd0aab3932852dce33f89604a85736a449a': 0.0,\n",
       " '53f5a96ce4fe0b735815c877e225225e95061b1b': 0.0,\n",
       " 'b04e41133dd3d30a5631cc8589a1eadd48a8bd53': 1,\n",
       " '326333599ab77a22fc3a96f14d34f16d359b803d': 0.0,\n",
       " 'e5ca3ed1db6c3eb526c69d59d62a0c85a09032c8': 0.0,\n",
       " '8b835c876f02708d2aa4eb8f273a59f0cc5a634c': 0.0,\n",
       " 'b8ec63b3f4ffba63f75ff62436633236a3e9773f': 0.0,\n",
       " 'f8a96aec1ac65e63821aee11d12b8b1a18600e2b': 1,\n",
       " 'e48c6158eb587c2c298aeb086203b96b95ca5026': 0.0,\n",
       " 'c0eef7fea03eebfe01fb79e9144d13691ef7acd4': 0.0,\n",
       " 'fffb0b218640d86e5cb99d41cd3ecad977142da5': 0.0,\n",
       " '46a30549ffabd8b1497807b72a3d81ba5a87e1b9': 0.0,\n",
       " 'ef877f677514888d4cf44950dcf05cdcdea7ab61': 0.0,\n",
       " '25f83a09541073b1bde62e6e513cb938d3b148de': 0.25,\n",
       " 'bb279e21a433803eb4a3dc5d31d2fed80d06fc98': 0.0,\n",
       " 'b049e48e1e2ce99a76c11230fff188c78c00ad46': 0.0,\n",
       " 'e758744c785cf81413572fea587dd240566efe1b': 0.0,\n",
       " '1272d32979a6ecd4f8b48cf25c9738c2298e0b4f': 0.0,\n",
       " '04c703659be6c98f8435e36ca95ecc157a32e94d': 0.0,\n",
       " '1c144a0706b25feaaf0bcbcd2b45a80c6dc8d2a2': 0.0,\n",
       " '91baa5427f8e3707a2482e7b2ab395adf6d920bb': 0.0,\n",
       " '96f7b4f800cafef33eae71a6bc44f7139f63cd7a': 1,\n",
       " '4e2ff7def32c0c25aa981899099972565f14fd26': 0.08333333333333333,\n",
       " 'fbf540ab76b0e0142836047e2b4fa8bc6bfb26a2': 0.0,\n",
       " 'e2646fae2a6c2d7db7626e4c50ac5a99a10563a7': 0.0,\n",
       " 'aa1bbfed305e663adb07e34451ac7cb56e33bfdc': 0.0,\n",
       " '84dcd5a54d63a2a4e9eb5ec00b6b1cb6ec17ceeb': 0.0,\n",
       " '35e09b003ef49024896e438623c6e739051db5e3': 0.0,\n",
       " 'e33daf7524a179b9083abdf9937c26fd1ae6fd94': 0.0,\n",
       " 'fd1b27f610d1bf8d443f9dfe28153c9049853c5b': 0.0,\n",
       " '64dc7529b7758d3840973310cc66f00f337d4cb1': 0.0,\n",
       " 'c7439e024b3fc054c97153563222494f5d735226': 1,\n",
       " '1d3415fbc71d0a6b3532a4621a6d237ab3ca1016': 0.0,\n",
       " '4d77bb2aa149aabdea3744f3f8c4b0aa4e85cfeb': 0.0,\n",
       " '0aa58dfe65b26c0bf688e92781a64e068f7c272b': 0.0,\n",
       " '90aa8d147f236714441093a3fce50f49d91fccd3': 1,\n",
       " '5453946ff3e3eb0d1fb4ea05b77dad83a97332ac': 1,\n",
       " '49b142551f26ec13c3376b1d5601eff26649927c': 0.0,\n",
       " 'aeec3b09b6e7e7e1e0bc6a237da0cd27028f491d': 1,\n",
       " '83edc54122fe4ce893993b2d0b43d9fd589a9760': 1,\n",
       " '1ee591a388274035a4fd8a4ae40a9589d320bb9d': 0.0,\n",
       " '4de2f6e29d16e9b2e25963f033fbceed655d3ca8': 1,\n",
       " 'a880f58a344f3cfe2fbf02eeab89dcc7899a6e08': 0.0,\n",
       " '87024dfca766888f3eb47b2f1b71e2eff60ddb86': 0.0,\n",
       " '842905cef8044eaa71ef0e29cdc9b864a758ab68': 0.0,\n",
       " '0d934a542484ea76a2a2a93610d9d905d2b48201': 1,\n",
       " 'd6d6608fc13155c03765d550ba41b8297d655b30': 0.0,\n",
       " '610efea201db75f08b00a9d8ce95a32f16d0c5f5': 0.14285714285714285,\n",
       " 'a4bebb4118579d1ebe032f2cb13fb2a087f4f672': 0.0,\n",
       " '7f8e0765b9c3fcf9b9961edbfe5f911768d928bd': 0.0,\n",
       " '87d1961b2d4dbd32555a5c673d8f891a64584ecf': 0.0,\n",
       " '19f61f1e4f9530bf9e166dd61c9eb36185b58bb4': 0.0,\n",
       " '9b4ee959b873f6a0334862d0e6c1aba6a61a0d6a': 0.0,\n",
       " '9fa64028edb38558a2dbcd48d3a9cace98de5c3f': 0.0,\n",
       " '6c0b8e1213f4373efca938d467cb4e88786fcfe5': 1,\n",
       " '95addeca3076b4d5ecd97230c22e913aab247d3b': 0.0,\n",
       " '5d7819db206a7776bb60575ba758d747bc045809': 0.0,\n",
       " '4d1c30f899b7d582c2b7931c16bee27e37756aac': 0.0,\n",
       " 'f9cde4980e0a394c1d6eafbae85eca919ae21f74': 0.0,\n",
       " '9b6b9f07e9f142aba223ba839419fc31adfc8f74': 1,\n",
       " '062eef2a03b53d2b10f5018135e3361659c6a3bf': 1,\n",
       " '6d625c6557df84b60d90426c0116138b617b9449': 0.06666666666666667,\n",
       " 'a61de11bc8fb9ff62ad9bfb763b87d1e41de0b7f': 0.0,\n",
       " 'efb4898ee148c9dbec3d714069739c303a595d6e': 0.0,\n",
       " 'afd10e13daeaa6373867cc2dd5944080d3e65a22': 0.0,\n",
       " '62d59a3a252b58415e7aececf237de61535b7d5a': 0.0,\n",
       " '1c1b59c5ca4089b31e75b3c445c21db8cf719470': 1,\n",
       " '57090fe155583b78dba9bf1e327364c73a92560a': 1,\n",
       " 'af58d32d734f67dbecd3f2be7746f44745e66cb1': 0.0,\n",
       " '177ed815f85f5a2a0b29ca286b76689fe1f77e9a': 0.0,\n",
       " '9d3ad5f42a0f899f190d395abfaf5d25135f495d': 0.0,\n",
       " '559deb986c72bdad964e90becebaef3437e657c8': 0.0,\n",
       " '3e5f315f234e7da581f288aec732918c0c170c84': 0.0,\n",
       " '294128fba462c42f54de725387370a4ff220c9c2': 0.0,\n",
       " 'f260f4de52ef19850a8d06360ca834797ab894f2': 0.0,\n",
       " '8afe2afb6fa4c88f4a4f53e37b3960a8ec971a51': 0.0,\n",
       " '98eb477b9b121ab4775d8ad611ddfc67e9edeb8b': 1,\n",
       " 'a0169cbcc939f1ef5fded0e109f71525936498cc': 1,\n",
       " '0ff6e62a36842ec370a20378ce115036f7e7fa49': 0.0,\n",
       " '352121b7fa5e94b2b5458a1f35587210007c5bc1': 1,\n",
       " '9aa0651b8f87752b3114157b25537d9c33049aa2': 0.0,\n",
       " '7a5c1696deb4b6acc6abf6252b996992dd33a2a0': 0.0,\n",
       " 'dd0a2cc711c7ae2deb57c0089ded533db473d5b1': 1,\n",
       " 'd2423c01882062ac950909b0ffe96b30e54ab063': 0.06666666666666667,\n",
       " 'fe5be30bf1f8300887ae142698ce085611617d5d': 0.0,\n",
       " 'f99a25251dfd3c44b629c3658bf6c0d0a7a3d0ce': 0.0,\n",
       " '9c2f4ed1abe5902331b5ed313b3bf8fedd009ead': 0.0,\n",
       " '5091eecddc086a906dceb751098e0a395f9de5fc': 0.0,\n",
       " 'ef6f8b6e34b0305ba4c77e7d56390cd2e94c60d4': 1,\n",
       " '69b801985a8bb011ddd5e88de1e201d1ab717a51': 0.0,\n",
       " '2eb0876f28b485ed457921f6514079bf6be1e0cf': 0.0,\n",
       " 'af2872900d979322cc06b3bdf9b95b9067ff3cf6': 1,\n",
       " '6b20fb6131e0ec7eff05bbbf81355ff4691b5bf1': 0.0,\n",
       " 'edcb7243f7c6335c5f8bb8dc3673d0261d0f60bc': 1,\n",
       " 'b3fd247eacc406f9852b69b9d895ea6719d9217a': 1,\n",
       " '0d91005d4ab956b58e98038423926c565cd3ae4d': 0.0,\n",
       " '7df11ac1287a8b3e4db7d0d3c4967f92ed407a37': 0.0,\n",
       " '958b159e79ebe44c0f9caa5ecd69d297a60a1601': 1,\n",
       " '240377b41f09e374f97ce0cecdbcfe39c7a91099': 1,\n",
       " 'd4a4461d1c5ec39b6a6a78e84d39afea68a221f6': 0.0,\n",
       " '5394e6749c02d9ebf5a91eb026823eb6aa775def': 0.0,\n",
       " '315213e4a0e89abdd69633c46f83b6e1dc0e8d87': 0.15384615384615385,\n",
       " 'a416cc4fcd150af7b4f1284e70ba3a2642d699d0': 0.0,\n",
       " '1a934124543f99f7c49f8d669e94e60b62f52ca4': 0.0,\n",
       " 'fe9a05c03c29da973743a83b80d1660748077432': 1,\n",
       " 'dc8c03596414b8efd2d5cb0210a599e376bed7eb': 1,\n",
       " 'b048f21afd5e7467f187bf9f9d413e97c32313a9': 0.0,\n",
       " 'b41d7b48dba83a5237f2d2e8fa5533d522293e3f': 0.0,\n",
       " 'a13b5b4ae087e75123c73a303c51d1e5848fd6ac': 0.14285714285714285,\n",
       " '03bb46c9d0abf2b23971fb3bbc7106650eef2d7e': 0.0,\n",
       " '476081b0f3867e7f08f9a5ba2945848f8ddb3712': 0.0,\n",
       " '1aa98146660b04c53bfbf0f2fb279be4869c3dc6': 1,\n",
       " 'a56490ebc7569888106c72cb203f0d6680dd22b1': 0.0,\n",
       " 'b82249c24013f888a5bdb81d9745df3bf01c2740': 0.0,\n",
       " 'bc45af41217a2760dcba1256428e8c46dc807927': 0.0,\n",
       " '36b2fa1b63c7d34161743fecc2307c834fb28895': 0.0,\n",
       " 'a05e548059abb1f77cad6cb9c3c0c48e0616f551': 1,\n",
       " '681862a52463f9c2371d0fd8f4f08bdd77e04c4d': 0.0,\n",
       " '4540b216303f9cab3f8b95afae8d8d4198a0099b': 1,\n",
       " '54c89ba6bfbd7b4e8fde463bb8517a818bbb53c9': 0.0,\n",
       " 'debf04dc814231971b5cc1df62263dd7e7715c53': 0.0,\n",
       " 'ea95dd7bfb1ba0702568519111731324e9f3aa37': 0.0,\n",
       " '8c7dde067f53a622566f80cbda608d749f75d710': 1,\n",
       " '131393f15a718277ff2b12932207e9c4ada8fa55': 0.0,\n",
       " 'ae30cdb5967e1f645a03d329ae90d805ef3e9268': 1,\n",
       " '857e7e6740ebe5155f18e1c5401ddeca034bedfa': 0.0,\n",
       " '787e24589c45432510a87c70f9024e93c6dda21a': 0.0,\n",
       " '0252af4ecf2fe37944c110ba90dfe3000139ecfa': 0.0,\n",
       " '3f2f52771ef60d22d9259ecfcd0b3c4a1d5f000f': 0.0,\n",
       " '382a01bfd76a834d1bc309ccb9f6ee1be218def7': 0.0,\n",
       " '972cce803aa7beceaa7d0039e4c7c0ff097e4d55': 0.0,\n",
       " '8aab962d9a89e14f80249e7d91a441b36f762c88': 0.0,\n",
       " '30cc99a1b03a19cc162b286c76047e58371ffb3d': 0.0,\n",
       " '181302207b8c8c2360c166e3421546217c7fcd90': 1,\n",
       " '2bdf727016e374aef898f3a981d3e08bc6c96ef3': 1,\n",
       " '86741d9ecec1e02129104ba9e85c072bbf83167d': 0.0,\n",
       " 'b26dad39e0bf7ae4bba7f1b9f5453cb709aa8d3d': 0.0,\n",
       " '7b7dfb1b660ca9d1c3dbc604ea1f2c61a6467b4d': 0.0,\n",
       " '18fc090b6c4a644ffe51a379ecd8aa83344de4dc': 0.0,\n",
       " 'f6bd7edea9bb7c4026ba65e2e08a78ae0b4fe35e': 0.0,\n",
       " 'fef771ab021c200187a419f5e55311390f850a50': 1,\n",
       " 'de19d8cea135de5710fc54be128b8a4698ecec33': 0.0,\n",
       " '555037f5919051a29ea13ad6d60e962392700f9f': 0.4,\n",
       " 'b773e33a20b72a8a62e8cdfb322a26a43add82ff': 0.0,\n",
       " '4316468d5af29d758ad539cbfe474da769e0dda4': 1,\n",
       " 'e49a8d2f2d70abbed7f3a47cc5e598fe0810001f': 1,\n",
       " 'eaa2b3c9e086a662ab15e10ca6211a3207f40a50': 0.0,\n",
       " '926bb036b93f3a8c55b6d58d5ffb7f009dd5d0eb': 0.0,\n",
       " 'c44553951e0dade2d5e718aace67f5c8dfdf6750': 0.0,\n",
       " '6a49ecaa3727df93615074768fe683491d274377': 0.0,\n",
       " 'de63e9daac0966bd9f9af959831a56c955849774': 0.0,\n",
       " 'bfbea9d9bb21513ea6fd46bb65861a297d6bd4a1': 0.0,\n",
       " 'c17fc9d20bc9699e94cb893a84ca3256f4a8cd02': 0.0,\n",
       " 'bd475c2a9fd071d09ae008420d5a2981c6f2d605': 0.0,\n",
       " '7da15e1f694d26bb9c47593e89f95b8d01479e4d': 0.0,\n",
       " '417bb8a7234014d0bdfa19e1e65e49936eb296ff': 0.0,\n",
       " '0f32755844786210adb20174574df58853d4a673': 1,\n",
       " '6519e438b19003b78936ce35f9b85da0984ae68f': 0.0,\n",
       " 'f0214221312e5ce5f7e379757db82e455ea9e183': 0.0,\n",
       " '848d64d0b30f1dbcc17aaad07036162f267b1e7c': 0.0,\n",
       " '2c521d7a566d87469beb69516bcc948647ea8b9c': 0.5,\n",
       " '05d5496b50b377bd358e83483fc97f313ce8602a': 0.0,\n",
       " '0accd35dc2d81595a034dfab81c1d2f9a4dafcfa': 0.0,\n",
       " '372e357da12ab58dac539048182740ce27a10b44': 1,\n",
       " '94ef5bf221350937b90474419841bba3fbaacdb1': 0.0,\n",
       " '00e649bbb9518d771df32d6a6a0f96debc8873e4': 0.0,\n",
       " '3b86d9ad06af4a4da56de902633b9a6f6d2ff4d8': 0.0,\n",
       " '35f58a3950d6ce3b6ad0af578f3a8d8f3d0c6ccb': 1.0,\n",
       " '2c4857aab900458ab8b684b9c3bd12e4e795dabf': 0.0,\n",
       " '6bfaf522b9bfb59370d8adfa7f6093579502d775': 0.0,\n",
       " 'c1255748c06ee3f6440c51c439446886c7807095': 0.09090909090909091,\n",
       " 'de27b74444dae039f76e421362c6a914da9f8b41': 0.0,\n",
       " '9765505e3e4a7bdca1353be6ee0d46b77fb0fb8f': 0.0,\n",
       " 'bac783309fd387800ee685b6bbb23c24c1b68ea2': 0.0,\n",
       " '440385a64c8ddb5d4c19f77fc9b1fd095fd3a12d': 1,\n",
       " '83091a7e80d342d26edca3c56215c60520c99b02': 1,\n",
       " '3c1730b0938608fafe44ecb389db64ead936bf04': 0.0,\n",
       " 'ef4022d9c5b650a23d7b6df383e41c89b2a2ca62': 1,\n",
       " '287e4b4fd037d4a7a0be0e5d413b53e503db9746': 0.0,\n",
       " '93041c61f07ec6570fb5385c47cebcccd2e3e725': 1,\n",
       " '6510770d4dca21285a535469e1366acf9157376c': 0.0,\n",
       " '003f1e939952a57d1a5bc990727acad5ceea97b4': 1,\n",
       " '172ab6730253c660c98d4d89518fc8d49d5b5e7d': 0.0,\n",
       " 'ec2ae1c124ea0232bc1b44e9fbd21b4c24a624b9': 1,\n",
       " '7a519e5cfb193318ce610e51939a820a76898d3f': 0.0,\n",
       " '75957573dbb66e786951b1089b4cfad14be40f62': 1,\n",
       " '33a1286454a3cff06e3c2324be746d2e23d7c270': 1,\n",
       " '66b8144812206f2d6b159c3e0c2437661820a754': 0.6666666666666666,\n",
       " '32c0b6211261e3a941b1dffbacba366beb6b1f6f': 0.0,\n",
       " 'd7d2d888ae04d16e994d6964214a1de81392ee04': 0.0,\n",
       " '2a3c8d83407361c91f17fc114ef23fcc50e630eb': 0.0,\n",
       " 'aec040f725eb7cd94f5cdba259dd55d8526d9a0f': 0.0,\n",
       " 'ebe17fe786af2f23ed9d0e8295e131b8411ea041': 1,\n",
       " '454d88001c4ffc6e409110855fc5ca81e128f6b1': 1,\n",
       " 'd874842a9f1b63ab781df60e3cdf7a22600bbb46': 0.0,\n",
       " 'bd94799ca4b7e5fadbeecf51637d522a17a0659d': 1,\n",
       " '5ab679dce5cc6ac32d8d7326a72fc9cc8f0122c9': 0.0,\n",
       " '2e1b140230efa01f6b4afbdf7f4462093059585b': 1,\n",
       " '2d004f18b9eed352f40ace682dc81650015851b7': 1,\n",
       " 'f026fc9271ce946ad5ba3ea383285bd051a3e7b1': 0.0,\n",
       " '01fb9e9056b203570a016070a1a6027c0e2b0eae': 0.0,\n",
       " '9215650e56636976a17e28c623d0830833f970f1': 1,\n",
       " 'b27567b08b3611a5560887558e4def991c0f0cd5': 1,\n",
       " 'f2a03543373cfed80f076f3337360630f084ad30': 0.0,\n",
       " '86582c3f4490c0751988d5782ca02d715235adb6': 0.125,\n",
       " '3a81a332ea5026565dfb9ae1303bbfa68c25d8e7': 1,\n",
       " '3d723246d0d6a59b3bde82a2858fac751035c17d': 1,\n",
       " 'f71229a198e9475110eea9f3215b5f7e0ffe9083': 0.0,\n",
       " 'd3c10945d8e80bfdb6664f92d0fdb51371620b05': 0.0,\n",
       " 'ef7d69342690c1b110267f1497b4d12bbcaca0cb': 1,\n",
       " '95926d03f275f4a3f04f068c2015e101a93a9292': 0.0,\n",
       " 'fd1ebc6caa7ad07c84677ba6bada683077bf0f15': 0.0,\n",
       " '2449f618b43cc1f407670dab3a7f129a127cda4a': 1,\n",
       " '115831fd28e6e97dc226bef2f217f387c2b072c1': 0.0,\n",
       " 'b48c847eda0f305e195d33de05d56c79692352bb': 1,\n",
       " 'ca055b9072e5a68d89f42099869213404f56a981': 0.3333333333333333,\n",
       " '83a962d51bba2205ea420306b84fd1ae28692b84': 1,\n",
       " '904a9b07ca93690f88a12c4c12eab5e0b8a41c7a': 0.0,\n",
       " 'afecb94d7a30492b9880c5f0698f07adc01ed62b': 0.0,\n",
       " '47ea89d3c206dc77960177b663e3a21ae39d28a1': 0.0,\n",
       " '7bcddb67f19237b576a04ffba65bbb5436085f36': 1,\n",
       " 'ee3e4c913a61c336a543fb880329e29ecfbcf4c5': 1,\n",
       " '91008efedbdb903424a51e3cd18b8b80624dd4f4': 0.0,\n",
       " 'b1054cf00f4b3d2b7fc1548b19e423a50639c22f': 0.0,\n",
       " 'e6241a88ec7691261b28187b53701796b067172a': 0.0,\n",
       " '3ef9a00499721d7ece643aebf8492595cda18b30': 0.0,\n",
       " '30e13bb5d68e5300d3316fafc96da5f0313d84cd': 0.0,\n",
       " '113cc950a5e433abe82419e7c3bc200d0d1ccae7': 0.0,\n",
       " '8dc2a86b52a3e235fdbc3634bb6015728bde4b5d': 0.0,\n",
       " '7c497ed2a59bad0ae5fc66fa9d06d51740cfeaec': 0.0,\n",
       " 'b025fb9388b99926faca0e0cc1aedce4b262ec30': 1,\n",
       " '3b93435988354b1889de1e71810d1dd65c4ba17c': 0.0,\n",
       " '3620aafb7cd73000a77ef24496e7e9f7260cacd0': 0.0,\n",
       " '8cbcb30da89e66b46136dca4f3ab5d70893f7db8': 0.0,\n",
       " '1a43a7b1bf9a79e34aa16694ebe298454b53a3e6': 0.1,\n",
       " 'dafa73453d0b727c537a18dac1adb07b17220b6e': 0.0,\n",
       " 'd8d854c5dddcf5a595c47f452e3ff02ddf4ae0ae': 0.0,\n",
       " 'e02d77b779fe9b8aa2c14dd58a0577356e86ba49': 0.0,\n",
       " 'a59172a6d20b0f970783b7ee8df9134fb563ccda': 1,\n",
       " '8b69252c45ca4d844e46fdf275e81120fcec1e42': 0.0,\n",
       " '5588ce55d35d7c70f06e1928ec0967117c5d712b': 0.0,\n",
       " 'faac63332d6cf425de13dfd548c839d37d730551': 0.0,\n",
       " 'ba03cea9a1e71ed75adf56bccd75ac14a72cac1a': 0.0,\n",
       " '17a76ca1ccab615d11305f7edce4654480ca98c3': 1,\n",
       " 'f89e6c35a468ba075b07e687b1f4a1ca6c9b4f74': 1,\n",
       " '90b2e3561293ecf36e675ff4ddf4dc5d3f5c9d05': 0.0,\n",
       " 'e9db66c0ab2a9cd538ffe6bdb677245a8c1c7d27': 0.0,\n",
       " '6ccd111af9b4baa497aacd6d1863cbf5a141acc6': 0.0,\n",
       " 'd964fc033291078031d117ed10adfb615948256d': 0.0,\n",
       " 'a70730ecbfa6adfb3833225632d771a085ee92a5': 0.0,\n",
       " 'cf2d7977137bd0410a53e8deaa9ddeac21063b22': 0.16666666666666666,\n",
       " 'a76b95e9774249de389dda79f7b25c5ecc2581ef': 0.0,\n",
       " 'c29acdbf6529e1819625b3fc5eaa02057cd92fca': 1,\n",
       " '24df03cf3e50f874da1893928be5cd21866631a0': 0.0,\n",
       " '38e7d13630ae6a3bb49ab5694b828b148f6b3fe4': 1,\n",
       " '9960da85bac095051eeb63539f28396190b7805c': 0.0,\n",
       " '0a66acea5854a05a1514cd259124433b4190534a': 0.0,\n",
       " '8ff326e2868e5a93c74c27450da7666ac9a966ca': 1,\n",
       " '017db04a4c7362734eb16838980b3a1a3bdb2754': 1,\n",
       " '63e7a5b340455557e4ab6fd10be9ea77db5098bb': 0.0,\n",
       " '8183bcf10f3803394eb698ea5fd153ee799fa47d': 0.0,\n",
       " 'a18aa09c5b8a1c03d03cdf6d8eb11c2bf5b907cd': 0.0,\n",
       " 'f5b0948fe582dd56eaa01979ae936633b5f59192': 0.0,\n",
       " 'a8d7a7e2d0abbc65da5f9d8067569c3d32c09c46': 1,\n",
       " '6ab05ef04570a913054c4a8e99ed30d7b955ebf3': 0.0,\n",
       " 'f46a6f4684b81a6414236c0bc34d3b8d067b8199': 1,\n",
       " '332cf81b20e0b4234ba43df07f7675deb221bfd2': 0.0,\n",
       " 'c6a6ba78c6b6a5aa2f3a1c689c634eec5c9248c1': 1,\n",
       " '96d9f022ede95299f7aae230df7fc374185f4d7a': 0.0,\n",
       " '1a83cb73fdda50eb18d41b828860b265e7b52945': 0.4,\n",
       " '74699ee2d3879b0ad896c924a4f57c5fe804bde9': 0.0,\n",
       " '175dab1f04235c339975e1e983e0892013a0fa22': 0.0,\n",
       " '00790e947706db2dbeace2919487b6f3b9db08a1': 1,\n",
       " 'fd84693afdb35030ebddc69a43d273c5b90e0c2a': 1,\n",
       " 'de596620084b9ff48ac14c683f02c6fa68270124': 1,\n",
       " '596747cb6532aa785e4ae5d2057a2b13a9b7a2a4': 0.0,\n",
       " 'a429d1c9bda6317b289f9eb1bdf4fe092207da11': 1,\n",
       " '0db21015e73dbd640570c57cb20dd7171195b138': 0.0,\n",
       " 'd90c31b67dba80b2aa26dc0a6f595a16ea838b24': 0.0,\n",
       " '755e9959e1c7efb6893b537d54d9df0ba6447e75': 0.0,\n",
       " 'f7242534bc320d1da52e2470bb854203d5629453': 0.0,\n",
       " 'e213cc1160072366f6e08cb820192dae46cf21e1': 1,\n",
       " 'eb7f56f9aac414280a4cf9e3332049b88ddbbcd3': 1,\n",
       " '4e11f45d732f4861772b2906f81a7d384552ad12': 1,\n",
       " 'e887ce43ad08fb70f6c966f6489f29542b3db3c0': 0.0,\n",
       " '8f8fba1db999d9705f248f79b1b05f40fbd7ebb7': 0.0,\n",
       " '4fb11828f0a9b7a38f767673ce9a431e347a9ca7': 0.0,\n",
       " '9cd63ac51da88b5acb18dc87169e24bf530e257f': 0.0,\n",
       " '8f8a2009d4376f3a3a47cc955b3cf89a6e1525c6': 0.0,\n",
       " '33825a5d5b1b2ea935a9fc2f4a3cbf8e97e6280a': 1,\n",
       " 'b4d493ba086f4453559f35af297b53e93b952a41': 1,\n",
       " '70730a1201b7b4d75e185787d3744a539010a478': 1,\n",
       " '3db93b4999af1c4957a7025c150d1a22f5877417': 0.0,\n",
       " '89f2ff92f9d6cc196efe7b5c48b4324664adc8e3': 1,\n",
       " '18765abd13462c176d9ccc89e71bfc23265dfed7': 0.0,\n",
       " '7560076aa3ff4c9a46d917262a87a3d830543469': 0.0,\n",
       " '6bc94c7f831bf4741ecfc267180c614670f578e1': 1,\n",
       " 'dd3696048c81b1aff836a606cda7e14be5bb92a6': 0.16666666666666666,\n",
       " '5e425be74ca3ce7176956f09c9b01522863ba238': 0.0,\n",
       " '3a34be849c7377037ecb43666ca8aa5988197128': 0.0,\n",
       " '4fa654da772c56c42fe2fd7f96a9ffed37493ef2': 0.0,\n",
       " '5c4bc371cb958b343c0fb59a7c50c9c742d1b9ed': 1,\n",
       " '40512c7d4dbe8126c88a794a8bc7bf094b401d64': 0.0,\n",
       " '0e054025ada9a468db77357762e21a9620a013e2': 1,\n",
       " 'b700a3ffb75075084f08ff16330c30afc75b5ac4': 1,\n",
       " '9f99c76c74a3b1cb7a62c5d9477e675c55f82fe4': 0.0,\n",
       " '535ed77c299c240a81a82bc3edaae35e062c52fa': 1,\n",
       " 'a59f697ce786324e63b921b71ebad5a224000cb7': 1,\n",
       " 'd0ebf75b10401bba14f2630d9bbdaae488cbb698': 0.0,\n",
       " '57107a3feced24c067db22bce2d59c02d53ad04e': 0.0,\n",
       " '41e6f402d51e0b5526841ef84396536a7d9f1735': 1.0,\n",
       " 'e0152edeec1154b620b083fbb095f1f0f4de5e2e': 0.0,\n",
       " '3194cd96455b89ec9af01c32eb89b98ef68a7244': 1,\n",
       " '92b8873510e97f447b04b18efbc612787a0b051a': 1,\n",
       " 'c1301d949c5eb88cd9d8b5de4524b790ddd53cf3': 1,\n",
       " '0e1ae674e3bfc3f1517cec11e51478e63f12a657': 1,\n",
       " 'ec88b699b3607a4df1c194dff29a07dd8a9383d5': 0.0,\n",
       " '773fa53bf86216c0f3c03dfb62c6cbfeb9ec90c5': 1,\n",
       " '6b2787bcf47cfea75b734729cdaddd700137ad5a': 0.0,\n",
       " '3e02f7d275b7366ecc7db6aefe8aaa17d76dcd57': 0.0,\n",
       " '9c2fd6795fee1eab34c2103d424763082f75450e': 0.2857142857142857,\n",
       " 'cbc7bddbe3b2f59fdbe031b3c8d0db4175d361e6': 1,\n",
       " '19da8a2e38275c3c497cf6e0a3183d3169122d5f': 0.0,\n",
       " 'ab32eff76c81a39a09c1f10dd2155e7b3372a419': 0.0,\n",
       " '480f3a551bbcdb53f8eb28e44614aa7ce0cc8d0e': 0.0,\n",
       " '8192a1d3ca0afbbcf1c98d7062d573e9207078e6': 1,\n",
       " 'cd6d6529519a53d7ba23df655d18b4cddcc90458': 0.0,\n",
       " '55703f18c78d7674e3b319faeae4fdbdd72db659': 1,\n",
       " '7ec45bf2307693fea779d4ab94b82fd7b0f5fbfc': 0.0,\n",
       " 'f1b74c7ee3403b7913da49bfd10e521dfa1217b0': 0.0,\n",
       " 'b27a994a9a5d5da2ab351e44410d37a654bae7d2': 1,\n",
       " '5e315e37465322ac4a093d6d5be229436921d3b6': 0.0,\n",
       " '82b322ebf9e8f85812f02b136ffc56279493e511': 0.0,\n",
       " '913068e8d55b2b47bba134ffa55daeafed2f1901': 0.0,\n",
       " 'fe7a269ac6c58cf78d2a0049aed33f9301416979': 1,\n",
       " 'e5b1a35349132afe4f96dd6b39cdc4d94031eb1b': 0.0,\n",
       " '4dffb97ae432b5870319651d8e6d6c461881da28': 1,\n",
       " '5eef176f3b60dec3235920e4cf9dbd58bbd0a201': 1,\n",
       " '371e9aff6b9f644e7598dbc4dd5640b1544b97f3': 0.0,\n",
       " '9d359dc2ec2d269269ac79dd4cfeef9f091a44da': 0.0,\n",
       " 'c802248ec0f960549720bb9f409fec7264b8b2f9': 0.0,\n",
       " 'a331a2b585cf2918eaa1b02a1582d430d9c0ba0b': 0.0,\n",
       " '3d1d9a7e246b95467fa5fdcd6a31f1bba39fa4db': 0.0,\n",
       " 'dcc72299df88ae6554acdc8a3580f8cfaf678517': 0.0,\n",
       " 'ac80c589f9d3588b6060472d538828c81beda96e': 1,\n",
       " '42060428606a89dafa75e9311b8e77859766fcb0': 0.0,\n",
       " '5cf8656dc7129827e91bb7696295438e3bf206c7': 0.0,\n",
       " 'f5ed6ce7c36775b1488710043aa10bc699cd0631': 0.0,\n",
       " '008065e52b59a094dcfca17d361c5ae4b4eb767f': 0.0,\n",
       " '149b9e9b1dd7488cbcaa31a53ad373b6edb05834': 1,\n",
       " '1c92afe1369d655cff78e3d6de10a5ffa5eda941': 0.0,\n",
       " 'fe67eae6791418a5a85125145609f518f01efe48': 0.0,\n",
       " '56d2780d3b40c3f23d8ee45fba48f2bc86350e65': 1,\n",
       " '4a261391bf5e3754dc4dbfc148145dec2253d21b': 1,\n",
       " '2ada36cb7b8d6c222d6c9b945289d0421c689b4a': 0.0,\n",
       " '26d74cbc4f61ec6078ebcb70d029304cc7b8bc98': 0.125,\n",
       " '27f024c0287b915f3f602ade69b8b0256252b7f0': 1,\n",
       " '29a8c533f936ec6edc129d7c3acbb8adb9b6a10a': 1,\n",
       " '33a648894521da28608d58825a9f3907da63eaac': 0.0,\n",
       " 'c826a576836d817b6447b8c5ae9ce3895cf53647': 0.0,\n",
       " 'a827da544184d345acc7983d488f6fce3f451fef': 0.0,\n",
       " 'ffd3f3d8810d319062c6273eed7aa55939a74e17': 0.5,\n",
       " '2ba237c8c0908aa1cd0fa1d9a1f65ae39ae4d792': 0.0,\n",
       " 'bdbde6a8f994588a66ecf8baeed4e08a9d40720d': 0.0,\n",
       " 'fe4c2270c72a8e79eb4e080d1dfbfec1d409ac0f': 0.0,\n",
       " '5415abfb6bfa9efe1eb3eac3595f3aba36a7ceaa': 0.0,\n",
       " 'c264b995e886cb727b950a0d3b2ca7df2246720f': 1,\n",
       " '1f91494ea547a8eb6168ba08735a667667c47e04': 0.0,\n",
       " '2b8bfcdc258cdfe9dce9991d67786b3cebbc3b22': 0.0,\n",
       " '7b01590cce3cb5c11efb729f55551b9ce252a00d': 0.0,\n",
       " '5c56ba896076b260a274b10aa19c5a0ad4c4f4a8': 1,\n",
       " '48a14625dbb4a82140f58e91ad802b66958cf842': 0.0,\n",
       " '99a844e3fdf06a4e8d4fbdaca2fb472d98c64ce3': 1,\n",
       " '55255e63745e103829a8c5b2d39c63871d536905': 1,\n",
       " '5156df8a44d550b398c1330d6b872d82aef34197': 0.0,\n",
       " '8318cc7f69fd65c18967c1fd83153e5d0fe49b49': 1,\n",
       " '4b805179a0d3b4f0cfd568a06268b3fbe4f5ab47': 0.0,\n",
       " 'fbd1b7d1bf19158773820cb45639362347979926': 0.0,\n",
       " '835ba2532ebbd8c650b1747bc6ed29ec1b51a889': 0.0,\n",
       " '3bcd2749896db47dec4ea21cbca3494e3c5560c1': 0.0,\n",
       " 'ca4ff97c0f7640f5c2f1f71498439b7fcf6a7ac9': 0.0,\n",
       " 'd9e5124935aebeb6b9b169df2d28e1fc658d3566': 0.0,\n",
       " '4578fed642ca459b790a20b4bb7f8279f9724520': 0.0,\n",
       " '1280b7963657a12b28a8ca58bf736ddeb256fda1': 0.0,\n",
       " 'd53c68f3698d137f00255c0ea770bdb23483cfba': 1,\n",
       " '3d35f503cadbd9e0ed3241a9831fe9a3dcb976a8': 0.0,\n",
       " 'cc1795513f2756bd4af014dc184627d6925c02cb': 1,\n",
       " '55c93d1ceaf32cf4910c90231534030a5c90ddda': 0.0,\n",
       " '1ef80410ae65183e07438c6613381d6d697fb479': 0.0,\n",
       " 'b408b06113e9182afe530ee5a2758a9fa10911a8': 0.0,\n",
       " '652db4fb2feafe63e0062036f466331d4960e772': 1,\n",
       " '97c0414c07a329d420811bef53a3bc020a597801': 0.0,\n",
       " 'e04a9e4861256079476c25d655d97c1c5603b3cd': 0.0,\n",
       " 'fa2e3f40f5fd70571b315ca6ec78e1195fd9585d': 1,\n",
       " '8e86ab526fb30551543887cde82eeb461afefe9d': 0.0,\n",
       " '3e690d39028db7a41c608324711f557ae34d7995': 0.0,\n",
       " '5e64ff44140004ccc140d96ee3bf382eb16abe82': 0.0,\n",
       " '7101492a04c82eacf15fc9666247a1e1a126c3f5': 1,\n",
       " 'ec6495425d1dfd211b04b7e51ad2ec0207372abf': 0.0,\n",
       " '6b9ef666e3b10fd428530e519e1a3f68c2fbbd1a': 0.0,\n",
       " 'd39f6eeb99755ef1adb616fb5c0081fab6a6e62a': 0.0,\n",
       " '91b6c69da20bd30da2ea10a0a65b7117606e9d0c': 1,\n",
       " '7a9bd01f04e7892a312e1f92aaafc0f64361fc22': 1,\n",
       " 'bedad07238f60df86cb77b2d4ef1441c8f0b3a3b': 0.0,\n",
       " '8caeb9db8716fe2b99070cbe1e89854eea538925': 1,\n",
       " 'fd399da9b23b312054c75a57b82fe8b873abb3bf': 1,\n",
       " '467e0e46181933c7e1a936e513ca55fbab4edaed': 0.0,\n",
       " '1dfea634409fc0c04b90243f752f534c80688cde': 1,\n",
       " '6e0f65e3d5eadced37ec5ee790ead0a66b25ae4a': 0.0,\n",
       " 'fb9e72bfaf9689ad72d1f2e9bb21eda643249783': 0.0,\n",
       " 'c0453bab68bafb46af197587e32db00ca84918d4': 0.14285714285714285,\n",
       " 'e6ffdb2540cf113da71d88b4d395e0bc61016d0b': 0.0,\n",
       " 'f2d6dcb84ea09015ec712654d5d77fdafb0e8986': 1,\n",
       " '46fe52b28ab1afc6c99a13af8c0c722e534cefbf': 0.0,\n",
       " '2a3d80f37b92fa113d4f4b0785d797153cca5f63': 0.0,\n",
       " 'c7616f169a5b5662f9767cc8ceca163026281873': 0.0,\n",
       " 'b600dbbfb8ad5ce6f65b51b249d721720c28e837': 1,\n",
       " '3e625e1577be06e5a183e1bc705aec008dce4786': 0.0,\n",
       " '9466484a9f31118b12fd09ec8369a4b0297b5486': 0.0,\n",
       " 'a42b7c109083ff8d8112bfc6143a4463c1f33985': 0.0,\n",
       " 'ec186d68a8081531e9925279f87cd506db4132d6': 0.14285714285714285,\n",
       " 'b4565d87a53751d2370be4247718b699f7fff028': 0.0,\n",
       " '773537021317a43ccad47a3a8333eb54a4a3c36d': 0.0,\n",
       " '4e73d9e058d2b1f2dba9c1fe4a8f416f9f58364f': 0.0,\n",
       " '44133229fa5a6315b6732fac328d46f5861e467e': 0.0,\n",
       " '934438129c278fe6bb3de6a3275dba13891674ab': 0.0,\n",
       " '94381c9d81f0c76563707de2ce2b2ace5a5be398': 0.0,\n",
       " '38ae280090905f0778dd40727f89de3380fb2625': 0.0,\n",
       " 'be21ec120193effd2a5e545c4bafa2e1f92e9816': 1,\n",
       " '2e4ab12c80aa98913bdbaf4f7962cb94da82447b': 0.0,\n",
       " 'f1bf5b99cb11dfb9497f36a69f79bad705f1d6fa': 0.0,\n",
       " '0c68affd09224b5231f656c31aec29505da2f661': 0.0,\n",
       " '13fd541957e4e9c856bffe952d282c4782e7f937': 0.0,\n",
       " '9cdc5894219273434594b3cad7a4fe9b50df76eb': 0.0,\n",
       " '35fcd4682de9c5da1291058a22910aca0bb6f106': 0.0,\n",
       " '736083bd7ecd162effb7668cab6c281945762e85': 1,\n",
       " '832dd6826e78630eb4d27e9a2e614ddbe558e3a0': 0.0,\n",
       " 'b101a82e61bf8644918def6e4449a341e8a30713': 1,\n",
       " 'ce57916e5d2cc2e38fb016de1884101d6e679cb0': 0.0,\n",
       " '44ec3ce6ed442ea08e7872cba62489f5b0ed08ec': 0.0,\n",
       " 'bc83157cb39c84105e73f8b23441847b1afc1763': 0.0,\n",
       " 'eae37b746a47ecdbee170f4130e381b68874b06a': 0.0,\n",
       " '1774d9180bdaf049d58d9bc88c91961a917adec3': 0.0,\n",
       " '203aa208cb90d6d38a8b707e7cd732b81f1a2ce5': 0.0,\n",
       " 'b67cddb29d69dd6b4899b017e195d3a27c7b8c65': 0.0,\n",
       " 'af4dc72a29727a48f508348cf8d5003fafec32d6': 1,\n",
       " '47f1fffd011b2b578277386cc83d558ddf98dbf2': 0.0,\n",
       " 'd4d497eb8998b1bf7210acffb9ee1e9b5b1c063b': 1,\n",
       " '78e90f5645ce3e0275af2da4f0753f41d5e5aebb': 1,\n",
       " '33faba50f7797e707f9044486649f0be051245b2': 0.0,\n",
       " '3dc50f7827f4eeeba5a2e5b7ba050d5cf814009f': 0.0,\n",
       " '766c12f842f91c3ffb29c44539354b0ca436c985': 0.0,\n",
       " '117c61a87306f361c3451915d49fc6f58ca659e8': 0.0,\n",
       " 'f44f39e8f5c10d2bc261c266059d314f84b8f882': 0.0,\n",
       " 'f5a194eec3b650c5beae7fb069799d427b86a022': 1,\n",
       " '4a5554127dd0e085f60bebb13f2329adb3c3af98': 0.0,\n",
       " '87f83fc9d93393557697339d12e34af634eebd8e': 0.0,\n",
       " 'f6bda2088d3985d727620e6ccc37b3a15707ae97': 1,\n",
       " 'bcdfb91b814cae0021f65ef78923989ccbcf4f85': 0.1111111111111111,\n",
       " '8b2d9b255752bcf290d83cfab541a930cc0b2b70': 1,\n",
       " 'd4e2a1187bd88b3d1799371325e0b3565cffa423': 1,\n",
       " '464fdb5ca172a1d6f483996b1e9cb6a0642b008a': 0.0,\n",
       " 'bf85c57bb463678d0c921fb8c8a98e54b31de543': 0.0,\n",
       " '7d4736c0c05264716e87d7fc825a535e0a01ba6d': 0.0,\n",
       " '2401d6508f0688eb3635e0d6868879de0e737c32': 1.0,\n",
       " '35b1d8452b62242a2ded2dc5ea05a0a407023cf7': 0.0,\n",
       " 'b096c68a03a74f28b6b14e34a0a752657a4ab246': 0.0,\n",
       " '495ed092b2cf6af9be5fb7aff36e1169c9e1e13c': 0.0,\n",
       " '113255a012b2affeab62607563d03fbdf31b08e7': 0.0,\n",
       " '5e47726214d8bdcdc30df836042e5c6360c06050': 1,\n",
       " '8294bd47e24ccadfa0b062c56b39919e02e9d994': 1,\n",
       " '5e60b48a6c2e49b96579c8ede3f50b9a05ca6fc0': 1,\n",
       " '2e2a2937cf6fb9be08fc41ca31cb073595f09969': 0.0,\n",
       " '6aebe939f3b8fe0fbacabe02423ca2606d149491': 0.0,\n",
       " '30b7c9ee953d4b4883ae735008c473b643adb859': 1,\n",
       " '68dd4bef946528dd641f8e5dab749e0b231c7932': 0.0,\n",
       " 'a3eb99a3df07ae47fdc079184e0b4bb3487daefc': 0.0,\n",
       " '82d0dee10848c44f8944baac8cb12efe776d445c': 1,\n",
       " '3a73046fe1a5aae7d8fa6173cbd053db85c00988': 1,\n",
       " '010a2a11d5013b81195a4b2c5b4ef8996a60f4a9': 0.0,\n",
       " '3f73f44560e822344b0fb7c6b463869743eb9860': 0.0,\n",
       " 'b9eee2115a5f90cf4fca8216f5e9d0706a2608ba': 0.0,\n",
       " '2bfe6f1f2c1e8634a055b2787848791bc8893b92': 0.0,\n",
       " 'e91c5a5857318350ed0ec12c55fe15eab7eea4f2': 1,\n",
       " '9fb0717a34c90c91ce09ab460969a8a428d3ac87': 1,\n",
       " '24ef2ffa4cef673b6f26c41c8b7ea66c407298c9': 1,\n",
       " '5339907639d69d89e0447aad8e0277d5e455dc76': 0.0,\n",
       " 'dbb235f944fe78ef8198950e64e4bbc2bdbef172': 0.0,\n",
       " '20587538ef8f35cd7937537f4bfeeb714f79c93d': 0.0,\n",
       " '69d3db535a568e48715ba446f08312df18af1d36': 0.0,\n",
       " 'd1f2af5a6eba3c22251b4d11ad9a7ab155cf495b': 0.0,\n",
       " 'e6b18cffa2afad9245b7d9eb08390efeebef1f3b': 0.0,\n",
       " 'b8b08908b0328c2c8d87fab9ddf7cc613f64369a': 0.0,\n",
       " '7acf37b7dd44f5f0016cd9a6c38d3cb6655c6cbb': 0.0,\n",
       " 'be26135fceabab65e6b232d98873e4d07804b0ab': 0.0,\n",
       " '762ab9285d22002586b6c9b1bf9818d47cd60d40': 1,\n",
       " 'a52178c9fb6e09e8476a9bb03c38f329aa241acf': 0.0,\n",
       " '293543c20c76c631393ecf109dd63b37e778ed53': 0.0,\n",
       " 'ae58ceb405fa1c28749c834e0fe50a7094361951': 1,\n",
       " '27d4653e46d544cd86ff15e1314cd2481e15a796': 1,\n",
       " 'c65a346ab8f41fb56926b503ece810f358b0d241': 1,\n",
       " '67479dd8a3f654bb09dde9a99b727cb4ab525414': 0.0,\n",
       " '60760dee24fde175d395a821aa36dab85a579086': 0.0,\n",
       " '4d73e2061da8d308a1e8344ec8f7994d01b33461': 0.0,\n",
       " 'df8caeaa7da7559040fb0aa3dc4538c821e9b48d': 1,\n",
       " 'e2963da8e452785c9575b2b7078a6b7d3ed867b9': 1,\n",
       " '6bbf38151beabaa752a1d3d392d68a683d49fed9': 1,\n",
       " '2512a3b507a0d6f410b1f7833ad2b989e7234962': 0.0,\n",
       " '15eeb36ae1c62d60de9fdeea0d121eb7d08713be': 1,\n",
       " '9acce6b22c8ae6adbd9e0933fb0a374b149e8e88': 0.0,\n",
       " '87124b28f53767e052160fa6b7291e4a659dc659': 0.0,\n",
       " 'da26cac5f71af5bf250a3af4492c9f73477a61d8': 0.0,\n",
       " '4a538227d0e320cddd0ae1bfb1dd0df5d1a2ccf1': 0.0,\n",
       " '457efc834d88f9b5502df9764a743105d8fe6f3e': 0.0,\n",
       " '25a02d8f7f19dc14f2cfba8129b8325ad7cc57e7': 0.0,\n",
       " '649ab26057010124551db730a9872a460e92533e': 0.0,\n",
       " '5434e4864190e7229ffec9ed02552043836e141d': 0.0,\n",
       " 'f38d1ef7f98a153a4897f1d00a0e78042c15b502': 0.0,\n",
       " 'ca5790c40e8ed140d1c4abde6cfc2b4895f6aee7': 0.0,\n",
       " '4a272f674d2668f392c7caf87df66e26f9b12063': 1,\n",
       " 'ae38d2ca571b927c35d120541a7b4fa36e1d0589': 0.0,\n",
       " '758fb63c87ff681eca5eed5b942da7cd278a1fd7': 0.3333333333333333,\n",
       " 'bb82ebc4b204090b478922180fe7334080fbb863': 0.0,\n",
       " '431f8d3eea2a3022ddedc1a9a87c17027d0bc3f2': 0.0,\n",
       " '03b5ed94d78669559367806d44027ed4dd850070': 0.0,\n",
       " 'bb5358240ff264dd182ace15110c5b2ae3c10da7': 1,\n",
       " '90f5509642e18f5c7dc5727de51c3f0abebbf12c': 0.0,\n",
       " 'd41d1df73de6a21a5bf8c82ca289673ca5418be2': 1,\n",
       " '985496d68e00353029196cff4668275e9a11e411': 0.0,\n",
       " 'd681a6215edc3fc90de55d315b43583c79cc89c4': 0.0,\n",
       " 'fe53f4bc06e09b02015312e1d0ea48b208cd490e': 0.0,\n",
       " '41aad9713f7bdcb956718d0dc4281b3ccb9f6642': 1,\n",
       " '926c1bcaa6eb3a4b45e0a32ed7fd3b4ad52437c8': 1,\n",
       " '6f563f06e39f39565a5fd293bb535bc754cb0039': 0.0,\n",
       " '72cc0f2f509f23098b970d1d7e9e5873b5f8133d': 0.0,\n",
       " '22fa7c6570cc071a96e90c5ba8173dc6ac5efa55': 0.0,\n",
       " '1f942ecbfaaef2a44264e9459d2803c75f7382b4': 0.0,\n",
       " '0def638f4ce4a048d7755edf7fff6940364f2252': 1,\n",
       " '2be4230290a6fb2964fd80fb40974fb8b749e28f': 0.0,\n",
       " '9c412df3cf19a01cf56068606fb47538e8c7d2b9': 0.0,\n",
       " 'a4695a834e206eb4c507a0382a55ff86f6a2f2b6': 0.0,\n",
       " '1fe015a6a9ed1e39a42af3a7da0ad72496c800ed': 0.0,\n",
       " '76b0783046d9e6afeba341a3376b2aea0a98c582': 1,\n",
       " '3696c09241a05953601b92d1345ca5326fc49af2': 0.0,\n",
       " '8901d466f759982ab72ed63d74010c7a2aad858b': 0.0,\n",
       " '1304c0ee5571ebd23753b7faa5e2420e62b881f5': 0.0,\n",
       " '24b98f8ab023f6e7a1c37c7729c623f7b821eb95': 1,\n",
       " '5a828f20d611efe2d818ca48edf3b792f4e69e66': 0.0,\n",
       " '56092216da5aa5238c745459a32f8b0e25828501': 0.0,\n",
       " '056bc4ec49a29f41256eed53ff4fe729ca1c92af': 0.0,\n",
       " '68e76b8fb43f6ac57c4e64bb66104136a27b4b19': 0.0,\n",
       " '24bfbad0de3b04e18c10ec29ca180c94ea00b5c7': 0.0,\n",
       " '44599b2e082dcf85208a8a0c080167fe7819cd40': 0.0,\n",
       " 'a2bca1cb8e4cd99105029a909ea8e064b436465d': 0.0,\n",
       " '8ce823519efa7386a4f672a99e7fbbd7e1dd2b76': 0.0,\n",
       " '9e208212edbc20f8e8460903bf3f4936bb993207': 1,\n",
       " '76e7b444d131cb1e4d4f16c37dab5603664cbedb': 0.0,\n",
       " 'b15164f036740d24903315857570b43bafa10c37': 1,\n",
       " '60693691ae907c967af6d76d282983b16b0d206a': 0.0,\n",
       " '2e73636bcc122d08b85afb3fbd59bd67efb520bc': 0.0,\n",
       " '627fae8384469c99391b504f9d98030999019e85': 0.0,\n",
       " '2225d8c7878bbf165f39d8b02d9bfa4d83033550': 1,\n",
       " 'ea07f1000fae9347389698470d737146aa57c7eb': 1,\n",
       " 'b8b4695de77bb058653f42337e0942d656598228': 0.0,\n",
       " 'd8e6fa08d73821f305b9a3af1cf1e0a704473d82': 0.0,\n",
       " 'de32503addf63b2ca79e523770bc9c790c3b4d63': 0.0,\n",
       " 'da34f88aea629f031981c1e3380139e7cd8b72fc': 0.0,\n",
       " '8fc187765f25645e802bd5137f641c8de7df17b8': 1,\n",
       " 'c069849b8d31dd2d3f65f0a93f147471dcf5d874': 0.0,\n",
       " 'bbc35a59d09454abe5c5db2107822c31c915b6c7': 1,\n",
       " '7c7e22336b9e9a51530df30544021ab25943cb58': 0.0,\n",
       " '56af1661525eef9f16ba5883ff4527fc58d9bc00': 0.2857142857142857,\n",
       " 'fb644c3f2a83114325dc67b97df0bce60b5ac9a1': 0.0,\n",
       " '260f20b1cdb1f76e88c8eebf2adcc30689b5aac1': 0.16666666666666666,\n",
       " 'b687471c0338fd1f19b6792f8c4d8ed4cab6c24a': 0.0,\n",
       " 'acbc5603196b2c5b1617c7c1cc9b6bb47966f9fc': 1,\n",
       " 'c0dc381d5ddf02f5182179c164ca65db6c8f572b': 0.0,\n",
       " 'af21b657314383e2755354cfe0941d28662868eb': 0.0,\n",
       " 'e95a03b314f58c9d9d036e5bbcae5c9f9d8d98e0': 0.0,\n",
       " 'c5943d0e7d86c2ecc0f4b56ca297a341ba2d65bb': 1,\n",
       " 'b82b756861b4f65c252dd94942e64e51025930ce': 0.0,\n",
       " '661d99cb574624088650d8d4b21391c9846c9d88': 0.0,\n",
       " 'dae2370f820be8cc308322045b89229d0a5b2ea5': 0.0,\n",
       " '161f9da180debc5a7dede637c3b62d9bbd50c0a2': 1,\n",
       " 'b0b6d3a50861d17c6b47ff0517684106564730f7': 0.0,\n",
       " 'c04f5b6dbe56163c6b9d14f707ead48dc8a353b2': 1,\n",
       " 'e335cd1b8d8087a5611d69fe5130a6bb23e45155': 0.0,\n",
       " '8d46fcd84f4bd327a1793c6e8d10167f98804391': 0.0,\n",
       " '799173d75e9a997a48e569ec0e94e33d8a059ec5': 1,\n",
       " '185bc1a82ba0e30e906592b88778c751f023c530': 1,\n",
       " '88345db37aa39df4a5556e89896f4449b76f78b6': 1,\n",
       " '4a06f821bca349b09a4741f937ca68d5b6f06a61': 0.0,\n",
       " '8168161e10946a1dffbd4394d9fd1128a679b6bd': 0.0,\n",
       " 'a838844b250a46717265b079d2493c3e27864eef': 0.0,\n",
       " 'fcf133f52bc35054b3956801c5307ddc44d5580d': 1,\n",
       " '1aa4fd215aadb160965110ed8a829745cde319eb': 0.0,\n",
       " 'e9570b43fcda2d497d44b56d20625ced03f1fd91': 0.0,\n",
       " '0bb621b69afe8f760755057027de481284e6e7a2': 0.0,\n",
       " '57262c4ed3cb3ed2db7cab8c627091757c6437d8': 0.0,\n",
       " 'a41d3edbc2798b6800fe15845a979150eb244b85': 0.0,\n",
       " '9254a3fdc569428c3b1c3904db36d485c47e2544': 0.0,\n",
       " 'ef41da7648d5f07a0d1a901b37e04597b369f9c0': 0.2,\n",
       " '0960834fe13a1509030169f9cf3d7cf03e602d93': 1,\n",
       " '7c3bd4a18b5e37a497387c7a1707b04524e35a2e': 0.0,\n",
       " '1b323fffeca3099b3bf2043283fc3f833a43142a': 0.0,\n",
       " '868ce1c88da59ecff1edf25965b9a53d2bfb11c0': 1,\n",
       " '580ba7c0fec4ca0addaa365f90774324607567d2': 1,\n",
       " '330a7b1168a732742b572ba38a186c5b951b7f2d': 0.0,\n",
       " '67c162ab2db05ae90fd80df0b0bbebbd895cb3e0': 0.0,\n",
       " 'd3df25570d5c9854427f8be47c7920353ead50cd': 0.0,\n",
       " 'c8fc760dfd1cf38a31e632f4598e7db3c6be1c3b': 1,\n",
       " 'e4f68372b9119f8317495eacaaf65c8bea8bcef2': 0.0,\n",
       " '8635656ae40b2c668f93b680855138bdd67fc8c1': 1,\n",
       " 'c7565bded555e55727addebe1bc169e23f13f4fe': 0.0,\n",
       " '5e81745a6d737e9bfdde2fa1c87fd65ba609c3d5': 0.0,\n",
       " 'ee7aa84c164038c963cfd02a7e52a5598aa470c3': 0.0,\n",
       " 'e78280505717db48d76f3d4cded9939a88587589': 0.0,\n",
       " 'e1fb00119a9c156392a481c3cab6c732c9027cbe': 0.0,\n",
       " '7e2a2bbe97568dfce548b1d8539354b8536e6b85': 1,\n",
       " 'bd254079b3e823b988df6034775f1cfd2ca3d5b0': 0.0,\n",
       " '4f0513c0928f44b3b46987bc5cee3ff82af5beba': 0.0,\n",
       " 'e2da2fe582869c74a04e032a9f523c0f1004fcaf': 1,\n",
       " '9fffc6fdd8fca39f74ea8f2f16cd414b97600009': 0.16666666666666666,\n",
       " '7abf66fd49edf76e3478acece97e9390a8249345': 0.0,\n",
       " '9af3946e9bd6dc4a4b22152ef251198842e15632': 0.0,\n",
       " '7f60fe451313ebfa6ea8547c9ee27b297b4f7079': 0.0,\n",
       " '2744a71984cdf296fb94de2b9d5aa0f065ffb1ab': 0.0,\n",
       " '3ef7b93e560e574ea4cc21c8dc6f1a9bb13be48c': 1,\n",
       " 'df172a7f3ae498f31fd3461aa335e84f3b0ee2bd': 0.0,\n",
       " 'efa8cfc9d7af16c78a484e5039dafc4876dffc80': 1,\n",
       " 'f6b38eb2d98015c587cbc3acd9b4e1d408ca0d13': 1,\n",
       " '2b287675cbdd2764a10c06b9ddfa1bd3449a374f': 1,\n",
       " 'df322bb41c81b4d32a73ff4aaa9078a84b1d6838': 0.0,\n",
       " 'e8c5f58c8b5515ece96c3beb459c76b9544343d8': 0.0,\n",
       " 'c9f6fe7decdc7ca98d226717b4e3d660253c224f': 0.0,\n",
       " '9fd55256eb075d3d8506e67a54734e4f0d054e6c': 0.0625,\n",
       " 'c16bd167f64f0473092a357a89d48b251d3cec7a': 1,\n",
       " '04ac0aaa23e4a0110b236d307ad5b58006187870': 0.0,\n",
       " 'ac1c7a488e016d477fd6d23ef45a8a48643c02e7': 1,\n",
       " 'c11d5560158d1689ce0e5de0c38011e82ba85b42': 0.0,\n",
       " '712dc4042f3d873466a76063fa090314da2fa018': 1,\n",
       " '1d73417e1ac26e282fcdc1eda31cdab26d992a15': 0.0,\n",
       " '35a085f5864a00549dc3b4a7b7b00ddef484d095': 1,\n",
       " 'a2465c96340faf54e15445e66afc480a1760d01c': 0.0,\n",
       " '146ad3a976414133d661a070b20f62edfc958d52': 0.0,\n",
       " 'b03b7408a891dfca7a583bf6532de81ac8cbce34': 0.0,\n",
       " '204e264090579257f92e8e2be4f1a6e4a85b4744': 0.0,\n",
       " 'fd345e963863bde0407300496ba19f0ba9abb6f3': 1,\n",
       " 'a64d83745d7ce80561b3feb0fbd663c754ee32cd': 0.0,\n",
       " '1e1a75cbe3471a539ba3e86482991228ebac1594': 0.0,\n",
       " '8cc0500594c09f4e93b84c601bb9a645c2b0e0b8': 0.0,\n",
       " 'a8089efd9d1fa9bf7347267f1dabf896e9d65cbe': 0.0,\n",
       " 'f88cc3149e1fd49ba11a991e1a95f9f78e1d0faf': 0.0,\n",
       " '1a5733c30766a6d12aa80e247f31c99ad70e370a': 0.0,\n",
       " 'a576062de4e34047c35b436794bf9024e8a984e0': 0.0,\n",
       " '98f995e5e95c6d1b9d46aac65dd8d6e650b2a1fa': 0.0,\n",
       " 'e81ea31db3206b5c71840bea6a77a362f91b4d3d': 0.0,\n",
       " 'bd158e566db8d5879124cf177d2ee91e80362075': 0.0,\n",
       " 'e3fce0e4f316567685119c9af7d04d67c84f0a46': 0.0,\n",
       " '85900f5a5fccc35d2e843274b0820132217bfb89': 0.16666666666666666,\n",
       " 'b0ffe6450c4bd050420f0fc33919d036fb9caa51': 1,\n",
       " 'ef0e486d45a3f82f504d87274f4e43e1dec136ca': 0.0,\n",
       " '68027260c9ac3b413c0c91f59824b6bdd13fc51e': 0.0,\n",
       " 'b66f112c57e7f303cc1d5d0da32f34b3875fc343': 0.0,\n",
       " 'aaa75b9efb232ca18dbb3fe68a4aecb4ecb77efd': 0.0,\n",
       " '67e0ecc02725519c1c2cd402a4b58682757ce2e1': 1,\n",
       " 'dd5ed0081485bc1861ba8a4484575f1bbe96a6a9': 1,\n",
       " 'aff2b00aeba4a389d22c474dc33645e0a6dfd56e': 0.125,\n",
       " '870d0b26cf37290f66167ee9557a21fb5a9dc8e6': 0.25,\n",
       " '720f6e2ce4ebf47749a5dc920cbeecbde9a38058': 1,\n",
       " '324f45310e64bbf8775717135e35e99811a8e937': 0.0,\n",
       " '9badd7609eb3b64b14bb22974b26b8b10c9ad2a1': 1,\n",
       " 'b4f4f9823f9b0f026661df7a7fe8f85b46d73505': 0.0,\n",
       " '614c1e0132add1da038d9afe4ebd7e42fdade351': 0.0,\n",
       " '75e10532c89a2fcaed109d5c7c477b564e7837af': 0.0,\n",
       " '129927db9c69eb4058f87a3ad51e569ac47a9b53': 1,\n",
       " '526344eb1d14188a8ec97fdff3bef494fbf3fcfb': 1,\n",
       " '99921c114ef0082167c3af1f8be1be782b14c76b': 1,\n",
       " '2e208f396b53572a123d6faff3e7a8b088da6b27': 1,\n",
       " '0dbcd4083246ed655ebc719d50d1ed1c76d71da6': 1,\n",
       " 'd0e82066ce839367d3b393b8b2574f29a768d9b7': 1,\n",
       " '9bc3cbf43592e3303b665e001ac7db4701904be9': 1,\n",
       " 'd6fd15e838a361210bc6ebc0f04c9186197e4d2a': 0.0,\n",
       " 'd5d7155015bc48287be917af0a1217558139812f': 0.0,\n",
       " 'a20023750b7b2610da3c562f68e839d361548c18': 1,\n",
       " 'ab8f702484e1b3f4cfff6ac99f87be5d5343760f': 1,\n",
       " '54d07c4eff369f457c7a5d1c0b9b6c48feb949f4': 0.0,\n",
       " '0c3e15a58f4c891d96736da9d5a9a7dbbeb0ab29': 0.0,\n",
       " '47c29caabdbdda8de439f1d6d039e37121e8e2ac': 0.0,\n",
       " '4aee0c18e64245ee5ee5192535e949a32ea77615': 0.0,\n",
       " '5313ebbde4e210b78fe2794f9823ea21531cbfd4': 0.0,\n",
       " '576039b8e622dc21d37298cab0e989c0918d03cf': 0.0,\n",
       " '567f28fb74b189818586d537282be22eaa061629': 0.0,\n",
       " '570b8f60cfce590ed853072a60d8420d15551e74': 0.0,\n",
       " 'ab792cde4fb868b3cf232791f173f7fd5e2ee83d': 0.0,\n",
       " 'ca8f8ba40aafda02c9888692df2dabb8dd943db7': 0.0,\n",
       " 'a46e9e6e28e602fb083fbf62f9fef290ac455fb9': 1,\n",
       " '4626aa787c5e156440970cc12f9ecad4cde3f06b': 0.0,\n",
       " 'dc4864f3949dd81c1a036e4ab4c76243b6672102': 0.0,\n",
       " '29bd3d0712c23fa8de770ef3a5a1f8e842f5d3e6': 1,\n",
       " '1bc9b7ed181bc3dee8f08f8257231c792a7a0865': 0.0,\n",
       " '10d7dead6cfbb76453a9646d23bd2c1c9ba79044': 1,\n",
       " 'ecfbbe3dcac13f7b56323fcd0dbba96aaefc1179': 0.0,\n",
       " 'e469e40ec1da27e900e41e5323609b95b0791fbc': 0.0,\n",
       " 'b7f98a14aaae3d39d5975fae4533af41b3fb5c9f': 0.0,\n",
       " '8cb51abc6bf8ea29341cb070fe1e1af5e4c3ffcc': 1,\n",
       " 'f55cc745d217e4c3ae9169fa026282f88dbc43da': 0.0,\n",
       " '03e8ac2923f7ec8f48bc413ba2ee59d11b8a47d6': 0.0,\n",
       " 'b14757f6df0c9e4149f9ae234b5405e5e996a304': 0.0,\n",
       " '82e5ea7ab430c07e9bd1a55524e96936a679d2e1': 0.0,\n",
       " 'd0d4d8862e0ad44948d14300c6d783c514773036': 0.3,\n",
       " '205421754f669238a80beeda65960b4cef1f05ca': 1,\n",
       " '6a60b65aa0c7e94e5be2376b8fafb3d022da0bd1': 0.0,\n",
       " '3f064282312cb84680d5eb1eced7f32ebdef7d16': 1,\n",
       " '3932482af863c8cc512f6ef0fc2bc11cf4c2e200': 0.0,\n",
       " 'd8a0ca4b6ba0394a009f9cd66d7a58393171a307': 0.0,\n",
       " 'c2d78d260f5bddc3fa2db228bb72ccae6ff7a8e1': 0.5,\n",
       " '21093654c0362724eabf36f906b2415f113b78ef': 0.0,\n",
       " 'c9a323326e83a1da02fed798e5758adfbc02c32f': 0.0,\n",
       " '2562c5969ebb9c2f3e307077c12c5868ac3aa50b': 0.0,\n",
       " 'ca658ff2092285a3fd7f1ccbc54e10211e184f66': 0.0,\n",
       " '174a97b4642e66ca8805416d13862151828130b9': 0.0,\n",
       " 'd39d8c47c8e84fdbeda4761b6828f277d30207c6': 0.0,\n",
       " '33e5bb3e40d970090cdd465c4e4840ae12f2f605': 0.0,\n",
       " 'a7fce6a229d5f3d75ebeeecf0d527bfa99b75ac6': 0.0,\n",
       " '4d905807e921aadd4995b5e3493d6a44863c84e5': 0.0,\n",
       " '90d2fcb1dbe47dc1e9442587e259811a0437a13f': 0.0,\n",
       " '52932dd199c46a3c9728ed37b06cc6365bc8623e': 0.0,\n",
       " 'ef626e02579234832eef3e3c5479c7397dfc96c8': 0.4,\n",
       " ...}"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "recalls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMSE: 1.6298\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.6297743800310178"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy.rmse(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7753466666666664\n",
      "0.20152483577665867\n"
     ]
    }
   ],
   "source": [
    "print(sum(prec for prec in precisions.values()) / len(precisions))\n",
    "print(sum(rec for rec in recalls.values()) / len(recalls))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
